SlideShare a Scribd company logo
A Systems Integration Framework for Process
Analysis and Improvement
Rashmi Jain,* Anithashree Chandrasekaran, and Ozgur Erol
Stevens Institute of Technology, Castle Point on Hudson, Hoboken, NJ 07030
SYSTEMS INTEGRATION FRAMEWORK FOR PROCESS ANALYSIS AND IMPROVEMENT
Received 16 July 2007; Revised 7 October 2008; Accepted 5 May 2009, after one or more revisions
Published online 27 August 2009 in Wiley InterScience (www.interscience.wiley.com)
DOI 10.1002/sys.20148
ABSTRACT
Systems Integration (SI) is an important element of Systems Engineering. It involves the integration of
hardware, software, products, services, processes, and humans. The ever-increasing scale of complexity
of systems and its impact on the business requires that we revisit the processes involved in the
development and integration of a system. This paper proposes aSystemsIntegrationProcess Model (SIPM
)
based on a comprehensive lifecycle view of systems integration. As part of the ongoing SI research at
Stevens Institute of Technology, the authors have developed a Systems Integration Framework (SIF) which
incorporates the relevant aspects of integration from a lifecycle perspective and sets a foundation to an
end-to-end approach to SI. Our end-to-end approach focuses on how integration issues can be addressed
up-front to minimize integration related complexities and challenges later on in the system engineering
process. This paper discusses the merits and benefits of applying the SIPM
to evaluate and improve current
SI processes in organizations. The paper provides, in addition to an overview of the SI framework, the
activities included in the model. The model was pilot tested to evaluate the SI processes at a government
agency. The results were used to provide recommendations for SI process reengineering. © 2009 Wiley
Periodicals, Inc. Syst Eng 13: 274–289, 2010
Key words: system integration; verification and validation; interface; COTS; legacy; integration process;
integration activities
1. INTRODUCTION
The challenge of addressing systems integration complexity
and qualifying a system for deployment or implementation
demands new innovative methods for qualification, integra-
tion, and testing. While researching for methodologies for
effective systems integration, we realized that, in order to
develop a new methodology, a clear and concise under-
standing of the processes and activities involved in SI is much
needed.
Systems integration activities are highly coupled and sup-
ported by activities across a system lifecycle. This compre-
hensive view of SI integrates both the products and the
processes to achieve the required objectives. A SI framework
approach was taken to address the challenge. Based on this
framework, five process areas of SI were identified, and
activities under each process area were studied. The first
iteration of developing a SIPM used the literature review of the
existing and available process models in SI and Systems
Engineering (SE) as its foundation. This model was then
refined by the study of industry best practices for SI and SE.
This model was then piloted at a government agency to
*Author to whom all correspondence should be addressed (e-mail:
rashmi.jain@stevens.edu; Anithashree.chandrasekaran@stevens.edu;
oerol@stevens.edu).
Systems Engineering Vol. 13, No. 3, 2010
© 2009 Wiley Periodicals, Inc.
274
Regular Paper
evaluate its current integration process effectiveness and pro-
pose gaps and recommendations to improve the effectiveness.
The next several sections will discuss the details of SI
Framework and the lifecycle view, SI processes model, and
related activities, and the results from the application of the
model at a government agency.
2. SYSTEMS INTEGRATION AND SYSTEMS
ENGINEERING
Systems Integration is an important element of Systems En-
gineering which involves the integration of hardware, soft-
ware, products, services, business processes, and humans
[Grady, 1994; Jain, 2007]. From a process perspective, the
systems integration process creates the links within the Sys-
tems Engineering process from requirements collection to
verification and validation and ultimately to operation of the
system. It would be accurate to state that the SI process and
activities occur throughout the SE lifecycle. SI should be
implemented from the beginning and throughout the system
development rather than being implemented only as a “down-
stream” event.
The existing standards, models, and guidelines of systems
engineering and software engineering address systems inte-
gration issues partially. They tend to view systems integration
from a perspective of integrating physical components. These
standards and models lack a holistic end-to-end approach to
SI. For example, 15288:2002 [ISO/IEC, 2002] systems inte-
gration process activities include:
a. Define an assembly sequence and strategy that mini-
mizes systems integration risks.
b. Identify the constraints on the design arising from the
integration strategy.
c. Obtain integration enabling systems and specified ma-
terials according to the defined integration procedures.
d. Obtain system elements in accordance with agreed
schedules.
e. Assure that the system elements have been verified
against acceptance criteria specified in an agreement.
f. Integrate system elements in accordance with applica-
ble interface control descriptions and defined assembly
procedures.
g. Use the specified integration facilities.
h. Record integration information in an appropriate data-
base [ISO/IEC, 2002].
This definition of systems integration does not include the
important issues of systems integration such as interoperabil-
ity, interface control and management, business process inte-
gration, and traceability. Due to the emerging SE challenges
and theincreasingimportanceof systemsintegration,theneed
for a holistic approach to Systems Integration has become
critical.
3. SYSTEMS INTEGRATION FRAMEWORK (SIF)
As a part of the ongoing systems integration research at
Stevens Instituteof Technology,aSystemsIntegrationFrame-
work (Fig. 1) was developed based on the literature review
and evaluation of systems integration processes and models.
This framework was developed as a baseline to identify a
comprehensive set of end-to-end activities that may constitute
and define the scope of systems integration processes. The
details on this framework can be obtained from Jain, Chan-
drasekaran, and Erol [2009.].
This Systems Integration Framework illustrates a compre-
hensive end-to-end systems integration approach. This ap-
proach is based on the premise that integration occurs
Figure 1. Jain’s Systems Integration Framework. [Color figure can be viewed in the online issue, which is available at www.interscience.
wiley.com.]
SYSTEMS INTEGRATION FRAMEWORK FOR PROCESS ANALYSIS AND IMPROVEMENT 275
Systems Engineering DOI 10.1002/sys
throughout the lifecycle of a system. Systems integration is
not a one-time activity. Our current focus of SI processes and
activities looks at the following three dimensions of SI inter-
actions as illustrated in the SI framework. (1) Interoperability
is a prerequisite to achieving successful systems integration.
If the subsystems or systems are not interoperable, they can-
not be integrated. Standards or other forms of guidelines—in-
ternational, national, or industry-specific—provide an
opportunity to design systems which can be “open” and
simple to integrate. On the other hand, these guidelines can
also constrain the design by requiring additional design ele-
ments that may lead to more complex systems integration. (2)
The other processes of system development lifecycle such as
requirements management, interface control and manage-
ment, testing, verification and validation, and configuration
management should include and address SI issues. (3) Legacy
systems integration and COTS integration issues are inevita-
ble in integration of most systems. Interoperability and inter-
face management issues of legacy and COTS systems affect
the overall success of systems integration to a significant
extent.
Due to the shift within the SE community towards consid-
ering “enterprises” as systems [Rouse, 2005; Carlock and
Fenton, 2001; Kosanke et al., 1999], Enterprise Integration
(EI) has become an important aspect of SI. EI is related to
integrating technology, processes, and people to facilitate a
greater flow of information and effective decision making
across the enterprise with the goal ofimproving efficiency and
competitive advantage. Integration of business systems, or for
that matter any system, requires a good understanding of
business processes and business process analysis. Systems are
designed, developed, and engineered to support the business
processes within an enterprise and alignment of processes and
systems is crucial to better meet the needs of stakeholders for
whom the systems are built. This approachsetsourfoundation
of the end-to-end (life cycle) approach to SI. Therefore,
business process integration (BPI) is an important element of
our SI Framework. An understanding of the concept of a
business process and the need to conduct integrated business
process analysis is a prerequisite for systems integration.
Though the authors believe both EI and BPI are essential for
an end-to-end integration the scope of the research study of
the agency’s SI process does not include them due to program-
matic limitations.
4. SYSTEMS INTEGRATION LIFECYCLE AND
PROCESSES
Extending the framework, we define the Systems Integration
process as a set of activities that transforms the stakeholder
requirements into an operational system by unifying the proc-
ess components and product components into a whole while
ensuring compliance to the specified levels of component
operations and interoperability. The scope and objectives of
systems integration should be clearly identified to ensure that
new systems and components are able to work with the
existing systems and components. This can be achieved by
applying [Mische, 1998] four states of systems integration:
• Interconnectivity is the initial and the fundamental state
in the systems integration. It requires all new and exist-
ing system components and equipment to connect and
work together.
• Interoperability means that all interconnected informa-
tion system components and equipment should be able
to function and interact with each other. Interoperability
is considered as the key state of systems integration.
• Semantic consistency refers to the concern of consis-
tency at data level.
• Convergent integration involves the amalgamation of
components and technology with business processes,
people, skills, and knowledge.
A lifecycle view of SI will help us in understanding the
context of SI and its scope across system engineering life
cycle phases. It also helps in identifying and addressing SI
issues as and when they happen throughout the system devel-
opment, implementation, and operation.
Figure 2 shows how the five Systems integration subproc-
esses fit within the Systems Engineering Process. These proc-
esses are embedded within the SE lifecycle processes in
places where SI activities become critical and important. The
SI lifecycle has five high level subprocesses. These subproc-
esses are identified as Integration Requirements; Integration
Architecture; Integration Planning; Integration Implementa-
tion; and Integration Validation and Verification as shown in
Figure 2.
Once a conceptual design for a system is chosen and all
operational scenarios (use cases) to understand the context are
analyzed, the broader category of stakeholder requirements
are then refined and derived to form system requirements or
specifications. During this phase of SE life cycle, it is critical
to identify requirements that will impact systems integration.
These requirements termed as integration requirements ad-
dress the required level of integration and quality. These
integration requirements fall under the categories of compli-
ance, interoperability, qualification, COTS (commercial off-
the-shelf), and legacy. This subprocess of identifying,
refining, deriving, and managing the above categories of
requirements is called Integration Requirements subprocess.
The integration requirements are then used to develop the
design (architecture) to address the integration issues such as
COTS, legacy, interfaces, testability, qualification, and com-
pliance. These design decisions are based on the functional
and physical architectureof the system.Tradeoff decisionsare
based on these architectures and requirements. This subproc-
ess of developing architectures to integrate the system as a
whole using tradeoffs and decision making is called the
Integration Architecture subprocess.
Based on the optimized system architecture design, plans
are developed to manage and implement interfaces and tests.
The plans are based on the interface architecture and qualifi-
cation architecture. The planning decisions are made concur-
rently based on the system model optimization sub-process.
This subprocess of harmonizing the interface management,
verification, and validation of the integrated subsystems and
the system with its environment is called Integration Planning
subprocess.
276 JAIN, CHANDRASEKARAN, AND EROL
Systems Engineering DOI 10.1002/sys
Once the detailed designs are implemented and subsys-
tems are built, verification and validation of the subsystems
is done as per the requirements, architecture, and the plan.
These subsystems are then integrated and the process of
verification and validation occurs to determine the compliance
and qualification of the integrated system. This process iterates
until the completed system integrates with its operational envi-
ronment. The subprocess of integrating the subsystems and
systemasawholebasedonthearchitecturesiscalledIntegration
Implementationsubprocess.Thesubprocessoftestingandquali-
fying the subsystems and the integrated system is called Integra-
tion Verification and Validation subprocess.
Based on the system development lifecycle, these subproc-
esses can feed into each other and iterate to mitigate and
manage the unknown factors of the system and optimize
integration effectiveness. These five subprocesses of systems
integration form the five fundamental processes of systems
integration process model. SIPMidentifies all the subprocesses
that are critical for systems integration. It further explains the
interaction of activities within each subprocess, and between
the five subprocesses. The following section discusses the
activities in each subprocess.
5. SYSTEMS INTEGRATION PROCESS MODEL
(SIPM
)
SIPM shows how each of the sub-processes interacts and how
the process flow occurs in each. For the purpose of clarity and
readability, the process model is shown in four process flow
diagrams (Figs. 3, 4, 6, and 7). The interconnections between
the processes are shown in a rounded rectangle with the
activity number listed. The activity numbers are shown along
with the activity name in each process flow. SIPM has five
subprocesses and 45 activities. This model was developed
based on literature reviews on systems integration, standards,
and integration best practices. The following subsections
provide a brief discussion on each subprocess and their proc-
ess flows.
The process flows are used only for the understanding of
the dependence between each activity in systems integration.
The SI process execution sequence or concurrence is not
shown in the process flows as included in this paper. However,
the direction and nature of process flows forms the basis of
traceability between all the activities related to each of the
processes (artifacts, resources, etc.). Traceability facilitates
validation in each subprocess. Validation helps us determine
that these systems integration processes have produced the
right design and related artifacts. The process flows included
in this paper do not explicitly show the traceability across
them and the validation at the end of each sub-process.
5.1. Integration Requirements Subprocess
Integration Requirements is one of the most important sub-
processesofthesystemsintegrationprocess.Theprocessflow
of the requirements sub-process is shown in Figure 3. In order
Figure 2. SI process activities within SE Lifecycle (SE Lifecycle as adapted from SYS 625 Course Notes, Stevens Institute of Technology,
Hoboken, NJ). [Color figure can be viewed in the online issue, which is available at www.interscience.wiley.com.]
SYSTEMS INTEGRATION FRAMEWORK FOR PROCESS ANALYSIS AND IMPROVEMENT 277
Systems Engineering DOI 10.1002/sys
to avoid issues and surprises during the implementation, it is
important to elicit system requirements with a systems inte-
gration focus early on. The delays in product development are
mainly attributed to errors and rework that result due to the
errors during the final phases. The effort and money spent on
these errors and fixes are huge [McConnell, 1996]. These
errors could have been avoided with early consideration of
integration issues. It is a good practice to identify systems
integration stakeholders and gather requirements from them
early in the SE life cycle. The systems integration process
begins with these requirements subprocess activities. In gen-
eral, systems integration requirements fall under six major
categories or types
5.1.1. Interoperability Requirements
Interoperability is the ability of systems to provide services
to and accept services from other systems, and to use the
services so exchanged to enable them to operate effectively
together. Interoperability can be achieved by designing and
building systems against a defined interoperability require-
ment, and maintaining that interoperability throughout as the
system changes and upgrades through configuration manage-
ment, and testing for interoperability against those require-
ments. Interoperability Requirements address or help address
an operationally recognizable activity or sequence of activi-
ties that has a definable starting action, a definable concluding
action, and which involves the exchange of items like data,
information, material, or energy between two or moresystems
(subsystems or platforms). Such an exchange may be interac-
tive and may involve the use of more than one transfer
medium; however, the information content on all transfer
media must be definable. These requirements are related to an
operational capability. In most cases, few interoperability
requirements are identified and interoperability often be-
comes an issue when a system is deployed.
5.1.2. Interface Requirements
Interface is a connection resource for linking to another
system’s interface or to another system’s component. Inter-
face is the functional and physical characteristics required to
exist at a common boundary or connection between systems
or items. Interface requirements must address total system
performance, the fidelity of the interface, and any system
requirements meant to constrain interface design [Buede,
2000]. Interface requirements are statements on the interface
designs, protocols used, data formats, entityrelationships,and
processing rules. They define the interfaces and their inputs
and outputs. Interface Interactions between elements
[Pimmler and Eppinger, 1994] are:
1. Spatial: A spatial-type interaction identifies needs for
adjacency or orientation between two elements.
2. Energy: An energy-type interaction identifies needs for
energy transfer between two elements.
3. Information: An information-type interaction identifies
needs for information or signal exchange between two
elements.
4. Material: A material-type interaction identifies needs
for materials exchange between two elements.
In cases where systems integration is highly linked to the
organizational planning and operations and in cases where
end-user computing is involved, organizational interfaces be-
come critical. Organizational interfaces are the common
boundaries between user, system, and organization. The na-
ture of the interfaces can be procedures, data, personnel,
hardware, and software [Trauth and Cole, 1992]. Organiza-
tional interfaces mainly include communication between
user/system, and organization and its subunits, user/system,
and organizational vendors and subcontractors, organiza-
tion/team coordination, training, documentation, support and
services, business alignment planning, organizational innova-
tion [Beise, 1994; Trauth and Cole, 1992]. The quality of such
interfaces also determines system effectiveness [Beise, 1994].
Implications on system design and development due to organ-
izational interfaces in terms of organizational forms of sup-
port are discussed in Trauth and Cole [1992] and in other
literature discussed in the former.
Interface requirements for all external and internal inter-
faces are gathered in the early phases of systems integration.
Interface requirements gathering and analysis help in under-
standing the critical variables of all internal and external
interfaces and their predicted variations but only to some
extent—those that can be foreseeable. However, in the opera-
tional environment there is always a challenge to deal with the
impact of interaction of these critical variables that was not
foreseen. An upfront and early-on focus on interface require-
ments and architecture helps in addressing these issues. Inter-
face requirements help in architecting interfaces to achieve
robustness and specified level of “ilities.”
5.1.3. Qualification/Test Requirements
Qualification requirements address the needs to qualify the
system as being designed right, the right system, and an
acceptable system [Buede, 2000]. Qualification is the process
of verifying and validating the system design and then obtain-
ing the stakeholder’s acceptance of the design. Qualification
is associated with testing, acceptance, verification, and vali-
dation. The four elements of the qualification requirements
are (i) observance—how the expected qualification data for
each input/output and system-wide requirements will be ob-
tained, that is, test, analysis and simulation, inspection, or
demonstration; (ii) verification plan—how the qualification
data will be used to determine that the real systems conforms
to the design that is developed; (iii) validation plan—how the
qualification data will be used to determine that the real
system complies with the originating requirements; and (iv)
acceptance plan—how the qualification data will be used to
determine that the real system is acceptable to the stakehold-
ers.
5.1.4. Operational Readiness Requirements
Operational readiness requirements address requirements that
help to ensure that the solution can be correctly deployed
within the enterprise or the operational environments. These
requirements identify the entire roll out procedures and pro-
grams that are required and production support to install or
deploy the system or release in its operational environments.
These requirements are obtained from ConOps and service
level agreements of the system. ConOps describes the result
278 JAIN, CHANDRASEKARAN, AND EROL
Systems Engineering DOI 10.1002/sys
of the system conceptual analysis process. They include all of
the information needed to describe the users’ needs, goals,
expectations, operational environment, processes, and char-
acteristics for the system under consideration. Operational
readiness requirements focus on the sections of ConOps that
include modes of operation for the proposed system, user
classes and user characteristics, operational features of the
proposed system, and operational scenarios for each opera-
tional mode defining the system’s interaction with other sys-
tems. These requirements ensure that all operating scenarios
can be supported by the proposed system.
5.1.5. Integration Technology Requirements
Integration technology requirements address systems integra-
tion with technical solutions. They address details on mecha-
nisms that need to be implemented which will allow the
transfer of data between systems, and mechanisms for initiat-
ing actions in other systems. Integration technology require-
ments address feasibility, availability, and relevance of
technical solutions for optimal integration. In most cases
integration technology focuses ontheinterconnectivity aspect
of the comprehensive systems integration. Some examples of
integration technology are data transfer, transport services,
file transfer protocol, document protocols, remote procedure
calls, etc.
5.1.6. Standards, Guidelines, and Recommendations
Requirements
Standards, guidelines, and recommendations requirements
are the constraining requirements that have to be complied
with for various reasons specific to each system and its
domain, for example, security and safety requirements. These
standards, guidelines, and recommendations can be organiza-
tional specific, technology specific, domain specific, audit
and regulatory requirements, and international standards for
quality, safety, and security. These include all formal, de jure,
and de facto standards relevant to the technology and the
proposed system. In most cases these requirements are used
to achieve interoperability, interchangeability, and portability.
Systems tend to have longer operational life if they are based
on universally accepted standards and have been time-tested.
These requirements can be both functional and nonfunctional.
The above six categories of Integration Requirements are
gathered from the stakeholders and are further analyzed and
refined as shown in Figure 3. The derived requirements are
requirements that help us better understand and support these
originating requirements (requirements obtained from stake-
holders). They are detailed system requirements for the cho-
sen system concept. These requirements need to be iterated
with the stakeholders of systems integration and signed off so
that they can be used as a baseline for systems integration
process. These requirements have to be documented well and
maintained with good configuration management (CM). Con-
figuration management plays a key role in achieving systems
integration effectiveness and is part of every subprocess of
integration. Four classic operational aspects of Configuration
Management (CM) are identification of the structure of the
product/process, control of their releases, accounting for their
status, and audit and review of their completeness.
5.2. Integration Architecture Subprocess
The integration requirements are addressed through the inte-
gration architecture which is embedded in both the physical
and functional architectures of the system. Figure 4 illustrates
the process model of the integration architecture subprocess.
Integration architecture includes legacy systems integration,
COTS integration, interface definition, control and manage-
ment, and qualification architecture. This section briefly ex-
plains each of these activities. [Jain, Chandrasekaran, and
Erol, 2009] provides detailed discussion on these activities.
We identify the strategies for integrating legacy systems
during the conceptual design phase. These legacy systems are
usually mission/business critical, and should remain func-
tional at all times [Konstantas, 1996]. They fully satisfy
system functional requirements and support current business
functionality and have been thoroughly tested in the actual
operational environment. They are also coupled with the rest
of the operational infrastructure. The legacy systems provide
a set of design constraints which have to be identified and
defined. The limitations of legacy systems such as pollution,
embedded knowledge, poor lexicon, coupling, layered archi-
tectures, frequency of failures and breakdowns, obsolescence,
and maintenance cost are discussed in detail in Bianchi et al.
Figure3.Integrationrequirements activities flowchart.[Colorfigure
can be viewed in the online issue, which is available at www.
interscience.wiley.com.]
SYSTEMS INTEGRATION FRAMEWORK FOR PROCESS ANALYSIS AND IMPROVEMENT 279
Systems Engineering DOI 10.1002/sys
[2003] The requirements for legacy integration are gathered
and analyzed. They are further derived to understand the
required level of interoperability and interfaces for integrating
the legacy system/subsystem. These requirements constrain
the architectural decisions for the proposed system.
Once the system requirements are elicited and a baseline
architecture is developed then build or buy related design
decisions for subsystems and components are made. The
commercial-off-the-shelf (COTS) subsystems or components
are identified. A COTS item is one that is sold, leased, or
licensed to the general public; offered by a vendor trying to
profit from it; supported and evolved by the vendor who
retains the intellectual property rights; available in multiple,
identical copies; and used without modification of the inter-
nals [OSD, 2002]. The requirements on the level of interop-
erability and interfaces for COTS integration are derived for
further architectural refinement and decisions. A simultane-
ous COTS approach is recommended to addresses COTS
integration issues. In this approach convergent decisions are
made considering the following tradeoffs simultaneously
[SEI, 2002]:
1. Stakeholder needs and business processes: Require-
ments (including quality attributes such as perform-
ance, security, and reliability), end-user business
processes, business drivers, and operational environ-
ment.
2. Marketplace: Available and emerging COTS technol-
ogy and products, nondevelopment items (NDI), and
relevant standards.
3. Architecture and Design: Essential elements of the
system and the relationships between them. Elements
include structure, behavior, usage, functionality, per-
formance, resilience, reuse, comprehensibility, eco-
nomic and technologic constraints and tradeoffs, and
aesthetic issues.
4. Programmatics and risk: The management aspects of
the project. These aspects consider the cost, schedule,
and risk of building, fielding, and supporting the solu-
tion to include the cost, schedule, and risk for changing
the necessary business processes.
The interface architecture defines the interface specifica-
tion based on all the system internal and external interface
requirements. A baseline interface definition must be agreed
upon before the beginning of implementation activities, and
the user interface must be defined and maintained as an
integral part of the system specification. Interface control and
management is an important part of the integration architec-
ture that results in the management of communication, coor-
dination, and responsibility across a common boundary
between two organizations, phases, or physical entities which
are interdependent. It ensures that internal and external inter-
faces are properly identified, integrated, stabilized, and con-
trolled early in order to prevent expensive and
time-consuming fixes later.
Semantic integration addresses the semantic content of
data in different systems. It is more important to be aware of
inconsistencies in the semantics rather than to eliminate the
differences, which may be difficult, especially in systems
from different vendors. Semantic consistency refers to the
concern for consistency at the datalevel.Oncetheinformation
system components and equipment are interconnected and
operational, users are able to access systems and manipulate
data (create, retrieve, modify, and delete) across various op-
erational environments. For this reason, the implementation
of semantic integrationis essentialtopreventdataduplication,
redundancy, and instability [Mische, 1998].
The qualification architecture involves defining and man-
aging the test activities as shown in Figure 5. Test approaches
are developed to provide the objectives, schedule, environ-
ment requirements, and entry and exit criteria for the test
stage. Based on these approaches tests are planned and pre-
pared to identify test conditions, and test cycles, and to define
the input data and expected results. It is important to establish
the appropriate test environments and to ensure that they are
tested prior to the execution. Test cases and sequence for test
executions are derived based on the system requirements and
the test approaches.
5.3. Integration Planning and Implementation
Subprocess
Figure 6 shows all the activities in the integration planning
and implementation subprocesses. The integration require-
ments and architecture are analyzed to identify the risks
Figure 4. Integration architecture activities flowchart. [Color figure
can be viewed in the online issue, which is available at www.
interscience.wiley.com.]
280 JAIN, CHANDRASEKARAN, AND EROL
Systems Engineering DOI 10.1002/sys
associated with systems integration. The risk analysis occurs
concurrently as the requirements and architectures evolve. All
the factors that impact integration and testability of the system
are identified. These risk factors and their mitigation activities
need to be included in theintegration plan.Anintegrationplan
is based on the integration specification elicited from the
requirements and architecture. The integration plan includes
detailed integration implementation, verification, and valida-
tion activities, execution sequences, dependencies, resources,
tools, executions states and modes, assessment of integration,
and management of these activities. During this subprocess
traceability across all integration process related activities are
verified. The integration plan and all specifications are docu-
mented. Configuration management of the plan and the speci-
fications plays a critical part in the success of integration.
Verification and validation of the integration plan is per-
formed by testing the system prototype. In most of the system
development efforts, the proposed system is modeled and
optimized by developing prototypes of the system. These
prototypes are based on the derived requirements and archi-
tecture. They are used to understand the behavior of the
system in its development and operational environment. This
Figure 6. Integration planning and integration implementation activities flowchart. [Color figure can be viewed in the online issue, which is
available at www.interscience.wiley.com.]
Figure 5. Test activities.
SYSTEMS INTEGRATION FRAMEWORK FOR PROCESS ANALYSIS AND IMPROVEMENT 281
Systems Engineering DOI 10.1002/sys
helps in identifying and mitigating the risks at an early stage.
Once the subsystems and components are built or acquired,
the integration activities are implemented as per the integra-
tion plan. Some other subactivities that will be involved in this
Integration Planning and Implementation Subprocess will be:
monitor status of components and subsystems at lower levels
of procurement or integration, receive components and sub-
systems, check conformance of components and subsystems
to their specifications, prepare integration environment, de-
velop integration tools and facilities, and develop integration
procedures and certify integration personnel.
5.4. Integration Validation and Verification
Subprocess
Figure 7 shows the activities of the verification and validation
(V&V) subprocess. Verification and validation of the subsys-
tems and components that are built or acquired follows the
qualification plan developed in the earlier phase. Verification
establishes the truth of correspondence between a prod-
uct/system and its specification. The activities in this V&V
subprocess verify and validate if we are building the right
product/system and at the same time building it right. Valida-
tion is the act of ensuring that the system works as per its
intended functionality and that the users are satisfied and
willing to accept the system. An example is the comparison
of the actual system response to an online transaction to what
was originally expected, requested, and finally approved for
an online transaction processing system. Validation estab-
lishes the suitability of a product/system for its operational
mission in a given environment based on operational or field
testing. Both verification and validation activities should be
traced back to the system requirements.
During this subprocess the test scripts are verified and
validated, test environment is developed and the tests are
executed in its sequence. These activities are based on the
developed qualification plan. There are two types of testing,
Functional/Life Cycle Approach and Structural. In functional
testing, test the functionality of the system and ensure that the
user functional requirements and specifications are met. Test
conditions are generated to evaluate the correctness of the
application. These include unit test, assembly test, systems
integration test, operational readiness test, and user test. In
structural testing, we test thestructuralandphysicalcapability
of the system and ensure that the system is structurally and
technically sound, can perform the intended tasks, and that
the components integration works cohesively. These include
fatigue testing, strain and impact testing, branch and path
testing, control flow testing, data flow testing,security testing,
and stress/volume/scalability testing. The test results are
logged and documented. The errors are fixed through rework
and change control management.
The SIPM process model has been primarily proposed to
facilitate baselining of as-is SI processes in an organization,
benchmarking them against targeted optimal levels, and reen-
gineering them for better integration effectiveness as a result
of controlling complexity of SI. The model would help or-
ganizations identify areas of SI that are strong and others that
Figure 7. Integration implementation, integration verification, and validation activities flowchart. [Color figure can be viewed in the online
issue, which is available at www.interscience.wiley.com.]
282 JAIN, CHANDRASEKARAN, AND EROL
Systems Engineering DOI 10.1002/sys
require more attention. It would also highlight critical attrib-
utes of SI in their specific organizational context.
6. APPLICATION OF THE SYSTEMS
INTEGRATION PROCESS MODEL (SIPM
) FOR
PROCESS ANALYSIS AND IMPROVEMENT
This section describes our experience of applying the SIPM to
analyze, evaluate, optimize, and recommend improvements
to the current systems integration process and activities of a
government agency (as observed and reported on nine differ-
ent development projects). We will be referring to this gov-
ernment agency as the “Agency” in the rest of this paper.
A critical component of undertaking process analysis and
redesign is to identify the gaps and redundancies and imple-
ment improvements in order to make processes efficient,
effective, and adaptable [Harrington, 1995]. This paper illus-
trates our findings of using the SIPM as a baseline to analyze
and improve the current SI process of the Agency. The next
section will cover our methodology for conducting this work
for the Agency.
7. RESEARCH METHODOLOGY
This section provides an overview of the research methodol-
ogy used for the pilot application of SIPM for SI process
reengineering. The research sample was nine system devel-
opment projects in the agency. The project data were provided
by the Systems Engineering Leads of each of the nine projects
on the scope of the SI process and related activities that were
being conducted.
We used the survey research method to identify and ana-
lyze the Agency’s current Systems Integration process and
activities. The survey includes 45 questions based on the
activities of SIPM. Each question is asked to determine if the
specific activity is currently performed on each of the nine
projects. Respondents were asked to select one of the three
given answers of “Yes”; “Not exactly but we perform similar
activities”; or “No”. A free-form comments section was also
provided at the end of the survey. The survey responses were
consolidated, reviewed, and analyzed.
The as-is analysis of the Agency’s current SI process was
based on five focus areas (research questions): (1) gap analy-
sis between the Agency’s current SI process and SIPM; (2)
strengths and weaknesses of the Agency’s current SI process;
(3) effectiveness of the integration requirements subprocess
in terms of completeness, refinement, and traceability; (4)
effectiveness of the Agency’s current SI process to address
critical SI issues such as COTS, legacy, interoperability, con-
figuration management, interface control and management,
and adherence to standards and regulations; and (5) quality of
the integration verification and validation. The survey results
were analyzed based on these research questions. The re-
search questions, survey results, and the analysis are dis-
cussed in detail in the following section.
8. RESEARCH FINDINGS
The survey results and their analysis not only demonstrated
to us the level of effectiveness of the Agency’s current SI
process but also revealed the areas which need improvement.
Based on these findings, a set of recommendations was pro-
vided to the Agency to improve its current SI process and
activities that require attention. This section is organized by
research questions and their relevant analysis and findings.
The results are shown as percentage values which indicate
the relative difference between the proposed SIPM and
Agency’s current process and activities. This difference is
calculated by assigning a weight of 2 to “Yes” answers which
were given for a specific activity, aweight of 1 to “Not exactly,
but we perform similar activities’ answers,” and assigning a
weight of 0 to “No” answers. A weighted sum of the answers
were calculated for a given a specific activity. We then iden-
tified the gaps based on an assumption that if all projects
reported a “Yes” for an activity then that activity will be
considered as having a 0% gap or, in other words, the activity
satisfies requirements of out SIPM completely (at 100%).
8.1. Gap Analysis of the Agency’s Current SI
Process and SIPM
Based on the survey results, we found that the overall gap
between the Agency’s current SI process and the proposed
SIPM is 28% (Fig. 8). This indicates that the Agency’s current
SI process is not comprehensive enough (28% deficient) in
scope to include all aspects of an end-to-end systems integra-
tion approach. A subprocess by subprocess gap analysis re-
flected that the Integration Architecture Subprocess in
particular requires more reengineering. This subprocess has a
40% variance with respect to the integration architecture
subprocess in SIPM. Addressing integration issues and design
decisions earlier in the development lifecycle will reduce the
error and fault rate and as well as rate of rework. This will in
turn provide programmatic advantage in terms of cost, sched-
ule and resources. [Jain et al., 2008] shows that the system
architecture and requirements impact the systems integration
complexity and quality of verification and validation. The
integration architecture subprocess is highly dependent on the
system architecture and requirements subprocesses. The
tradeoff decisions critical to systemsintegration areaddressed
during this subprocess of SI. To improve the effectiveness of
the SI process, the Agency needs to provide more emphasis
on the integration architecture activities.
The gap analysis also shows that the Agency’s current SI
process was relatively stronger in the Integration Implemen-
tation sub-process and Integration Verification and Validation
sub-process activities (variance with respect to the corre-
sponding sub-process in SIPM less than 15%). This shows that
the Agency’s current SI practices focus mainly on the integra-
tion implementation, verification and validation. In other
words, the Agency’s significant focus is on the downstream
activities of systems integration. This finding resonates with
our early discussion on how the current SE practices consider
systems integration as the physical integration of subsystems
and components and their verification and validation. How-
ever, SIPM takes a different stand and suggests a comprehen-
SYSTEMS INTEGRATION FRAMEWORK FOR PROCESS ANALYSIS AND IMPROVEMENT 283
Systems Engineering DOI 10.1002/sys
sive end-to-end approach which requires emphasis on integra-
tion starting from the earlier front-end sub-processes of SE
lifecycle.
8.2. Strengths and Weaknesses of the Agency’s
Current SI Process
We analyzed the survey results in order to identify the
strengths and weaknesses of the Agency’s current SI process.
This was done to better understand thecurrent state of systems
integration at the Agency as reported by the nine projects.
Identification of the weak areas within the Agency’s current
SI process helped us to focus on theareaswhich requiredmore
attention and which needed to be improved in order to achieve
a more effective integration process.
We identified the different SI activities in the Agency and
their corresponding gaps. The size of the gap is indicative of
the strengths and weaknesses of the Agency’s SI process. The
bigger the gap the weaker is the Agency on those SI activities
and vice versa.
Figure 9 shows strengths and weaknesses of the Agency’s
currentSI process.TheoverallSIprocessgap of28%isshown
by the horizontal line. The x-axis shows the SI process sub-
processes and the y-axis shows the level of gap. The higher
the vertical placement of the bubble above the 28% line, the
bigger is the gap. The size of the bubbles indicates the number
of activities which fall within the level of difference on the
y-axis. For example, if we look at the lower left quadrant of
the figure, where the x-axis shows “Integration Requirements
Activities,” we see a bubble marked with “2” at the 11% level
on the y-axis. This bubble indicates that currently there are 2
activities within the Integration Requirements Activities
which have 11% gap from the SIPM level.
Our focus in this research was to recommend improve-
ments for optimizing the current state of Agency’s SI process
and related activities. Understanding the Agency’s strengths
helped us to develop and recommend a process model which
would be suitable with its given strengths. We also identified
and analyzed the deficiencies of the Agency’s SI process and
pointed out the risks arising out of these deficiencies. As a
result, the areas which were identified as weaknesses of
Agency’s current SI process were rated as highest priority for
improvement. Our approach was to develop a model for the
Agency that eliminated the inefficiencies resulting from the
weak areas of the Agency’s current SI process. This would
help contain the risks resulting from such SI process ineffi-
ciencies.
8.3. Integration Requirements Issues
As discussed earlier, integration requirements subprocess is
one of the most important subprocesses within SI process. It
provides the front-end basis for effective systems integration.
We analyzed the survey results to identify integration require-
ments issues within Agency’s current SI process. We looked
at two main issues within integration requirements: (i) em-
phasis on different types of integration requirements and (ii)
refinement of different types of requirements. We found that
the Agency is relatively good in identifying stakeholders and
gathering and analyzing the systems integration require-
ments. Overall 78% of the requirements integration related
activities are currently being conducted at the Agency.
8.3.1. Emphasis on Different Types of Requirements
We analyzed the survey results to identify the level of empha-
sis (or lack thereof) given to the different types of require-
ments. Figure 10 shows the level of emphasis given to
different types of requirements. The three areas on which the
agency focuses were qualification, standards, and COTS re-
quirements.
Interface, integration technology, interoperability, and leg-
acy requirements received the least emphasis. This was in-
dicative of a substantial potential for improvement.
Identification, analysis, and management of interoperability,
legacy, integration technology, and interface requirements are
extremely critical in defining, constraining, and facilitating
systems integration. The lack of emphasis on these types of
Figure 8. Gap analysis of the Agency’s current SI subprocesses. [Color figure can be viewed in the online issue, which is available at
www.interscience.wiley.com.]
284 JAIN, CHANDRASEKARAN, AND EROL
Systems Engineering DOI 10.1002/sys
Figure 9. Strengths and weaknesses of the Agency’s current activities. [Color figure can be viewed in the online issue, which is available at
www.interscience.wiley.com.]
Figure 10. Level of emphasis on different types of requirements. [Color figure can be viewed in the online issue, which is available at
www.interscience.wiley.com.]
SYSTEMS INTEGRATION FRAMEWORK FOR PROCESS ANALYSIS AND IMPROVEMENT 285
Systems Engineering DOI 10.1002/sys
requirements can lead to integration issues and jeopardize the
effectiveness and efficiency of systems integration process.
8.3.2. Refinement of Originating Requirements
Our SIPM goes beyond the gathering of originating integration
requirements and emphasizes on their refinement as well. We
found that the Agency’s current SI process included a fairly
strong requirements refinement process. The deriving re-
quirements process received only 4% less emphasis than the
collecting originating requirements (Fig. 11). This finding
might indicate that some of the requirements categories were
not identified in thebeginning or not gathered from stakehold-
ers. As a result they had to be derived at the later stages.
Another reason for this difference might reflect that some
types of originating requirements could not be collected com-
pletely and therefore had to be derived at the later stages. We
assume that a significant portion of this gap is contributed by
the missing design-tradeoff requirements primarily related to
COTS and legacy integration.
8.4. The Role of Systems Integration Issues
Impacting Agency’s Current SI Process
Some of the common systems integration related issues are
interoperability, COTS and Legacy Integration, Interface
Control and Management, Standards, Guidelines and Recom-
mendations, and Configuration Management. This section
discusses how effectively the Agency’s current SI process
addresses these issues. Our findings are summarized in Figure
12. Recommendations on adoption of these integration issues
related SIPM activities were provided to the Agency for opti-
mization and reengineering.
8.4.1. Interoperability Issues
Interoperability issues directly impact the success of systems
integration process. The 38% variance (Fig. 12) between the
Agency’s current interoperability related activities and SIPM
shows a lack of focus on interoperability issues. Interoperabil-
ity of a system is addressed through the interfaces, compli-
ance, and design tradeoffs. SIPM proposes early identification
of interoperability requirements. These requirements help in
identifying the respective compliance requirements and other
design constraints at an early stage of development. Interfaces
are also directly impacted by these requirements. SIPM also
focuses on traceability of these requirements from their origin
to their implementation, verification and validation.
8.4.2. COTS and Legacy Integration Issues
In today’s world, the common challenges faced when engi-
neering a system are related to the integration and interoper-
ability with COTS systems and existing legacy systems. The
gap analysis (Fig. 12) shows that the Agency’s focus on the
COTS and legacy integration issues are not adequate. Adop-
tion of COTS and legacy systems are driven by the time-to-
Figure 11. Gap between SIPM and As-Is Requirements Subprocess. [Color figure can be viewed in the online issue, which is available at
www.interscience.wiley.com.]
Figure 12. Issues impacting Agency’s current systems integration process. [Color figure can be viewed in the online issue, which is available
at www.interscience.wiley.com.]
286 JAIN, CHANDRASEKARAN, AND EROL
Systems Engineering DOI 10.1002/sys
market constraints and the higher level of technology readi-
ness of the COTS products. But the longevity and lack of
design flexibility with COTS and legacy systems constrain
the system integration. Upfront COTS and legacy integration
decisions can help in identifying the appropriate interface and
performing the adequateV&V.SIPM supports early COTS and
legacy system integration.
8.4.3. Role of Interface Control and Management
The gap analysis (Fig. 12.) shows that the Agency’s focus on
interface control and management has lesser variance com-
pared to other integration issues. Good interfaces enable
better system integration and interoperability. The SIPM in-
cludes activities which foster adaptable and scalable interface
control and management. Interface control and management
ensures that internal and external interfaces are properly
identified, integrated, stabilized, and controlled early-on in
order to prevent expensive and time-consuming fixes later.
8.4.4. Role of Standards, Recommendation, and Guidelines
in the SI Process
The usage of standards, recommendations and guidelines is
important for SI process to ensure interoperability, to mini-
mize interface issues and to streamline development efforts.
According to survey results, standards, recommendations,
and guidelines play an important role in the Agency’s current
SI process. This reflected the regulatory nature of develop-
ment that was unique to the Agency. Though the variance was
only 22% (Fig. 12) between the Agency’s current state and
the SIPM, we still recommended the Agency focus more on
them as the consequences of not including such constraining
requirements in the SI process could be severe. SIPM empha-
sizes the use of standards, recommendations, and guidelines
to achieve uniformity and consistency in design thereby lead-
ing to simple systems integration.
8.4.5. Role of Configuration Management in SI Process
Configuration Management (CM) is another important aspect
of SIPM. The gap analysis (Fig. 12) shows a 26% variance
between the Agency’s configuration management and the
corresponding SIPM activities. SIPM includes activities for
managing the configuration of requirements, specification,
and test results. Weak configuration management activities
make it difficult to control and manage not just the systems
integration process but also the other development subproc-
esses. The variance in configuration management is a result
of the divulged focus on configuration due to very high focus
on documentation in the Agency’s development environment.
The Agency was recommended to provide more focus on
change controls and thereby improve its configuration man-
agement.
8.5. Quality of Integration Verification and
Validation
The quality of integration verification and validation (V&V)
directly impacts the overall outcome of SI Process. In the SIPM
the prerequisites of the integration verification and validation
subprocess are addressed in the upstream activities of SI
process. These upstream activities provide the required arti-
facts and requirements for an upfront and effective planning
of the V&V sub-process. Ten such supporting activities of
V&V from other subprocesses of SIPM were identified: (i)
Integration Requirements Subprocess: (Derive Qualification
Requirements, Derive Test Cases); (ii) Integration Architec-
ture Subprocess: (Develop Semantics for Integration, De-
velop Semantic Specification, Develop Qualification
Architecture, Develop Test Sequence, Develop Test Environ-
ments Specifications, Test Architecture); and (iii) Integration
Planning Subprocess: (Develop System Prototype, Test Sys-
tem Prototype). These 10 activities along with the five V&V
activities aid in achieving better quality of integration verifi-
cation and validation.
Figure 13showstheminimum,maximum,andaveragegap
values for these activities between our SIPM stipulations and
those that were reported by the Agency’s projects for each of
these activities. This analysis shows us that the downstream
activities that result in better quality of V&V are provided
more emphasis than the upstream activities. The average gap
values were less than 15% in the Integration Planning and
Integration Verification and Validation subprocesses. This
analysis also shows that more importance needs to be given
to the Integration Architecture subprocess (higher average
gap value of 45%) and thereby improve the quality of V&V.
9. CONCLUSIONS AND FUTURE WORK
The Systems Integration Process Model (SIPM) is developed
and applied to analyze one organization’s current Systems
Figure 13. Activities impacting quality of systems integration verification and validation. [Color figure can be viewed in the online issue, which
is available at www.interscience.wiley.com.]
SYSTEMS INTEGRATION FRAMEWORK FOR PROCESS ANALYSIS AND IMPROVEMENT 287
Systems Engineering DOI 10.1002/sys
Integration process and activities, and recommend improve-
ments. Most available standards, maturity models, and meth-
odologies address systems integration issues partially and do
not take a holistic end-to-end approach to systems integration.
Due to the emerging challenges, the need for a holistic ap-
proach to systems integration has become critical. Our Sys-
tems Integration Process Model is developed as a result of
extensive research in the field and intends to provide a com-
prehensive approach to systems integration. The application
of our SIPM to evaluate, analyze, and optimize one organiza-
tion’s current systems integration process and activities pro-
vided us an opportunity to implement and test our Model. The
Model is in its early phases of being piloted. There are at least
two doctoral-level researchers who are working on further
testing and refining it. Our hope is that in the future applica-
tions we will be able to define metrics related to each of the
45 SI activities. Our future work will focus on defining
different levels of SI process maturity based on the metrics
for each of the SI activities. The maturity level of the SI
process will indicate the likelihood for success or failure of
the product or project.
REFERENCES
C. Beise, A model of the is/organizational interface and users’
perceptions of is effectiveness, Computr Personnel 15(2) (1994),
10–24.
A. Bianchi, D. Caivano, V. Marengo, and G. Visaggio, Iterative
reengineering of legacy systems, IEEE Trans Softw Eng 29(3)
(2003), 225–241.
D. Buede, The engineering design of systems, Wiley, New York,
2000.
P.G. Carlock and R.E. Fenton, System of Systems (SoS) enterprise
systems engineering for information-intensive organizations,
Syst Eng 4 (2001), 242–261.
J.O. Grady, Systems integration, CRC Press, Boca Raton, FL, 1994.
H.J. Harrington, The new model for improvement: Total improve-
ment management, Bus Process Re-Eng Management J 1(1)
(1995), 31.
ISO/IEC, 15288:2002, Systems engineering—system life cycle
processes, International Organization for Standardization/Inter-
national Electrotechnical Commission, Geneva, 2002.
R. Jain, Systems integration course notes, Stevens Institute of Tech-
nology, Hoboken, NJ, 2007.
R.Jain,A.Chandrasekaran,andO.Erol,Aframeworkforend-to-end
approach to systems integration, Int J Indust Syst Eng 4(6)
(2009), to appear.
R. Jain, A. Chandrasekaran, G. Elias, and R. Cloutier, Exploring the
impact of systems architecture and systems requirements on
systems integration complexity, IEEE Syst J (June 2008), 209–
223.
D. Konstantas, Migration of legacy applications to a corba platform:
A case study, Proc IFIP/IEEE Int Conf Distributed Platforms:
Client/Server and Beyond: DCE, CORBA, ODP and Adv Dis-
tributed Appl, 1996, pp. 100–112.
K. Kosanke, F. Vernadat, and M. Zelm, CIMOSA: Enterprise engi-
neering and integration,Computers in Industry 40 (1999), 83–97.
S. McConnell, Software quality at top speed, Software Dev 4(8)
(1996), 38–42.
M.A. Mische, “Defining systems integration,” Reengineering: Sys-
tems integration success, M. A. Mische (Editor), CRC Press,
Boca Raton, FL, 1998.
OSD, Commercial item acquisition: Considerations and lessons
learned, Office of the Secretary of Defense, Washington, DC,
2002.
T.U. Pimmler and S.D. Eppinger, Integration analysis of product
decompositions, ASME Conf Des Theory Methodol, 1994, pp.
343–351.
W.B. Rouse, Enterprises as systems: essential challenges and ap-
proaches to transformation, Syst Eng 8 (2005), 138–150.
SEI, Evolutionary process for integrating cots-based systems: A
overview, Carnegie Mellon, Software Engineering Institute,
Pittsburgh, 2002.
E. Trauth and E. Cole, The organization interface: A method for
supporting end users of packaged software, MIS Quart 16(1)
(1992), 35–53.
Rashmi Jain is an Associate Professor of Systems Engineering at Stevens Institute of Technology. Dr. Jain has over 15
years ofexperienceofworkingonInformationTechnology(IT) systems.PriortojoiningStevensshewaswithAccenture
(formerly known as Andersen Consulting). Over the course of her career she has been involved in leading the
implementation of large and complex systems engineering and integration projects. She has given invited lectures
internationally at Keio University, and Shibaura Institute of Technology, Japan, Overseas Chinese Institute of Technol-
ogy (OCIT), Taiwan, Indian Institute of Technology—Delhi etc. She is a visiting professor for System Architecture
and Integration at Keio University. Her teaching and research interests include systems integration, systems architecture
and design, business process reengineering, and rapid systems engineering. Dr. Jain has authored several papers on
these topics. She holds Ph.D. and M.S. degrees in Technology Management from Stevens Institute of Technology.
288 JAIN, CHANDRASEKARAN, AND EROL
Systems Engineering DOI 10.1002/sys
Anithashree Chandrasekaran is a Doctoral Candidate in the School of Systems and Enterprises at Stevens Institute of
Technology. She is also working asatechnologyrisk manager.Her research interests includes rapid systems development
and its processes,developmentprocessreengineering,risk managementand modeling,system integration, system design
and architecture. She is currently working on developing a dynamic risk assessment model for rapid system development
process. She obtained her B.E. in Electrical and Electronics Engineering from P.S.G. College of Technology, India. She
obtained her M.S. in Systems Engineering from Stevens Institute of Technology. She served as president and also as a
founding member of the Stevens INCOSE student chapter.
Ozgur Erol is a Ph.D. student in Systems Engineering and Engineering Management at Stevens Institute of Technology.
Her research interests include systems integration process evaluation, management, and improvement. She received her
bachelors and masters degrees in Industrial Engineering from Istanbul Technical University, Turkey and her MBA degree
from Saint Joseph’s University, Philadelphia, PA. She has worked in several information technology and organizational
reengineering projects prior to joining the Ph.D. program at Stevens.
SYSTEMS INTEGRATION FRAMEWORK FOR PROCESS ANALYSIS AND IMPROVEMENT 289
Systems Engineering DOI 10.1002/sys

More Related Content

Similar to A Systems Integration Framework For Process Analysis And Improvement

Service oriented configuration management of ‎software ‎architecture
Service oriented configuration management of ‎software ‎architectureService oriented configuration management of ‎software ‎architecture
Service oriented configuration management of ‎software ‎architecture
IJNSA Journal
 
SERVICE ORIENTED CONFIGURATION MANAGEMENT OF SOFTWARE ARCHITECTURE
SERVICE ORIENTED CONFIGURATION MANAGEMENT OF SOFTWARE ARCHITECTURESERVICE ORIENTED CONFIGURATION MANAGEMENT OF SOFTWARE ARCHITECTURE
SERVICE ORIENTED CONFIGURATION MANAGEMENT OF SOFTWARE ARCHITECTURE
IJNSA Journal
 
Design patterns for self adaptive systems
Design patterns for self adaptive systemsDesign patterns for self adaptive systems
Design patterns for self adaptive systems
ijseajournal
 
G1803044045
G1803044045G1803044045
G1803044045
IOSR Journals
 
A Design Science Approach to Develop a New Comprehensive SOA Governance Frame...
A Design Science Approach to Develop a New Comprehensive SOA Governance Frame...A Design Science Approach to Develop a New Comprehensive SOA Governance Frame...
A Design Science Approach to Develop a New Comprehensive SOA Governance Frame...
IJMIT JOURNAL
 
A Design Science Approach to Develop a New Comprehensive SOA Governance Fram...
 A Design Science Approach to Develop a New Comprehensive SOA Governance Fram... A Design Science Approach to Develop a New Comprehensive SOA Governance Fram...
A Design Science Approach to Develop a New Comprehensive SOA Governance Fram...
IJMIT JOURNAL
 
Pm chapter 4
Pm chapter 4Pm chapter 4
Pm chapter 4
Golam Bitonsir
 
Enterprise architecture institutionalization_and_assessment
Enterprise architecture institutionalization_and_assessmentEnterprise architecture institutionalization_and_assessment
Enterprise architecture institutionalization_and_assessment
bambangpadhi
 
System Engineering Project - Team 2
System Engineering Project - Team 2System Engineering Project - Team 2
System Engineering Project - Team 2
Chawal Ukesh
 
Suggest an intelligent framework for building business process management [ p...
Suggest an intelligent framework for building business process management [ p...Suggest an intelligent framework for building business process management [ p...
Suggest an intelligent framework for building business process management [ p...
ijseajournal
 
396849 developing-business-it-solutions
396849 developing-business-it-solutions396849 developing-business-it-solutions
396849 developing-business-it-solutions
Md. Mahabub Alam
 
Soa Readiness Assessment, a New Method
Soa Readiness Assessment, a New MethodSoa Readiness Assessment, a New Method
Soa Readiness Assessment, a New Method
IJERA Editor
 
BUSINESS RULE MANAGEMENT FRAMEWORK FOR ENTERPRISE WEB SERVICES
BUSINESS RULE MANAGEMENT FRAMEWORK FOR ENTERPRISE WEB SERVICES BUSINESS RULE MANAGEMENT FRAMEWORK FOR ENTERPRISE WEB SERVICES
BUSINESS RULE MANAGEMENT FRAMEWORK FOR ENTERPRISE WEB SERVICES
ijwscjournal
 
BUSINESS RULE MANAGEMENT FRAMEWORK FOR ENTERPRISE WEB SERVICES
BUSINESS RULE MANAGEMENT FRAMEWORK FOR ENTERPRISE WEB SERVICESBUSINESS RULE MANAGEMENT FRAMEWORK FOR ENTERPRISE WEB SERVICES
BUSINESS RULE MANAGEMENT FRAMEWORK FOR ENTERPRISE WEB SERVICES
ijwscjournal
 
BUSINESS RULE MANAGEMENT FRAMEWORK FOR ENTERPRISE WEB SERVICES
BUSINESS RULE MANAGEMENT FRAMEWORK FOR ENTERPRISE WEB SERVICESBUSINESS RULE MANAGEMENT FRAMEWORK FOR ENTERPRISE WEB SERVICES
BUSINESS RULE MANAGEMENT FRAMEWORK FOR ENTERPRISE WEB SERVICES
ijwscjournal
 
BUSINESS RULE MANAGEMENT FRAMEWORK FOR ENTERPRISE WEB SERVICES
BUSINESS RULE MANAGEMENT FRAMEWORK FOR ENTERPRISE WEB SERVICESBUSINESS RULE MANAGEMENT FRAMEWORK FOR ENTERPRISE WEB SERVICES
BUSINESS RULE MANAGEMENT FRAMEWORK FOR ENTERPRISE WEB SERVICES
ijwscjournal
 
Systems engineering
Systems engineeringSystems engineering
Systems engineering
royalbughaw
 
Rinat Galyautdinov: Systems engineering guide from the department of defense
Rinat Galyautdinov: Systems engineering guide from the department of defenseRinat Galyautdinov: Systems engineering guide from the department of defense
Rinat Galyautdinov: Systems engineering guide from the department of defense
Rinat Galyautdinov
 
Pm chapter 4...
Pm chapter 4...Pm chapter 4...
Pm chapter 4...
Golam Bitonsir
 
Eugenio Mauri: resumee of the article "From conceptual modelling to requireme...
Eugenio Mauri: resumee of the article "From conceptual modelling to requireme...Eugenio Mauri: resumee of the article "From conceptual modelling to requireme...
Eugenio Mauri: resumee of the article "From conceptual modelling to requireme...
Eugenio Mauri
 

Similar to A Systems Integration Framework For Process Analysis And Improvement (20)

Service oriented configuration management of ‎software ‎architecture
Service oriented configuration management of ‎software ‎architectureService oriented configuration management of ‎software ‎architecture
Service oriented configuration management of ‎software ‎architecture
 
SERVICE ORIENTED CONFIGURATION MANAGEMENT OF SOFTWARE ARCHITECTURE
SERVICE ORIENTED CONFIGURATION MANAGEMENT OF SOFTWARE ARCHITECTURESERVICE ORIENTED CONFIGURATION MANAGEMENT OF SOFTWARE ARCHITECTURE
SERVICE ORIENTED CONFIGURATION MANAGEMENT OF SOFTWARE ARCHITECTURE
 
Design patterns for self adaptive systems
Design patterns for self adaptive systemsDesign patterns for self adaptive systems
Design patterns for self adaptive systems
 
G1803044045
G1803044045G1803044045
G1803044045
 
A Design Science Approach to Develop a New Comprehensive SOA Governance Frame...
A Design Science Approach to Develop a New Comprehensive SOA Governance Frame...A Design Science Approach to Develop a New Comprehensive SOA Governance Frame...
A Design Science Approach to Develop a New Comprehensive SOA Governance Frame...
 
A Design Science Approach to Develop a New Comprehensive SOA Governance Fram...
 A Design Science Approach to Develop a New Comprehensive SOA Governance Fram... A Design Science Approach to Develop a New Comprehensive SOA Governance Fram...
A Design Science Approach to Develop a New Comprehensive SOA Governance Fram...
 
Pm chapter 4
Pm chapter 4Pm chapter 4
Pm chapter 4
 
Enterprise architecture institutionalization_and_assessment
Enterprise architecture institutionalization_and_assessmentEnterprise architecture institutionalization_and_assessment
Enterprise architecture institutionalization_and_assessment
 
System Engineering Project - Team 2
System Engineering Project - Team 2System Engineering Project - Team 2
System Engineering Project - Team 2
 
Suggest an intelligent framework for building business process management [ p...
Suggest an intelligent framework for building business process management [ p...Suggest an intelligent framework for building business process management [ p...
Suggest an intelligent framework for building business process management [ p...
 
396849 developing-business-it-solutions
396849 developing-business-it-solutions396849 developing-business-it-solutions
396849 developing-business-it-solutions
 
Soa Readiness Assessment, a New Method
Soa Readiness Assessment, a New MethodSoa Readiness Assessment, a New Method
Soa Readiness Assessment, a New Method
 
BUSINESS RULE MANAGEMENT FRAMEWORK FOR ENTERPRISE WEB SERVICES
BUSINESS RULE MANAGEMENT FRAMEWORK FOR ENTERPRISE WEB SERVICES BUSINESS RULE MANAGEMENT FRAMEWORK FOR ENTERPRISE WEB SERVICES
BUSINESS RULE MANAGEMENT FRAMEWORK FOR ENTERPRISE WEB SERVICES
 
BUSINESS RULE MANAGEMENT FRAMEWORK FOR ENTERPRISE WEB SERVICES
BUSINESS RULE MANAGEMENT FRAMEWORK FOR ENTERPRISE WEB SERVICESBUSINESS RULE MANAGEMENT FRAMEWORK FOR ENTERPRISE WEB SERVICES
BUSINESS RULE MANAGEMENT FRAMEWORK FOR ENTERPRISE WEB SERVICES
 
BUSINESS RULE MANAGEMENT FRAMEWORK FOR ENTERPRISE WEB SERVICES
BUSINESS RULE MANAGEMENT FRAMEWORK FOR ENTERPRISE WEB SERVICESBUSINESS RULE MANAGEMENT FRAMEWORK FOR ENTERPRISE WEB SERVICES
BUSINESS RULE MANAGEMENT FRAMEWORK FOR ENTERPRISE WEB SERVICES
 
BUSINESS RULE MANAGEMENT FRAMEWORK FOR ENTERPRISE WEB SERVICES
BUSINESS RULE MANAGEMENT FRAMEWORK FOR ENTERPRISE WEB SERVICESBUSINESS RULE MANAGEMENT FRAMEWORK FOR ENTERPRISE WEB SERVICES
BUSINESS RULE MANAGEMENT FRAMEWORK FOR ENTERPRISE WEB SERVICES
 
Systems engineering
Systems engineeringSystems engineering
Systems engineering
 
Rinat Galyautdinov: Systems engineering guide from the department of defense
Rinat Galyautdinov: Systems engineering guide from the department of defenseRinat Galyautdinov: Systems engineering guide from the department of defense
Rinat Galyautdinov: Systems engineering guide from the department of defense
 
Pm chapter 4...
Pm chapter 4...Pm chapter 4...
Pm chapter 4...
 
Eugenio Mauri: resumee of the article "From conceptual modelling to requireme...
Eugenio Mauri: resumee of the article "From conceptual modelling to requireme...Eugenio Mauri: resumee of the article "From conceptual modelling to requireme...
Eugenio Mauri: resumee of the article "From conceptual modelling to requireme...
 

More from Katie Robinson

How To Write A 250 Word Essay Total Assignmen
How To Write A 250 Word Essay Total AssignmenHow To Write A 250 Word Essay Total Assignmen
How To Write A 250 Word Essay Total Assignmen
Katie Robinson
 
Essay Websites Purpose Of Narrative Essay
Essay Websites Purpose Of Narrative EssayEssay Websites Purpose Of Narrative Essay
Essay Websites Purpose Of Narrative Essay
Katie Robinson
 
Writing Border Paper - ClipArt Best. Online assignment writing service.
Writing Border Paper - ClipArt Best. Online assignment writing service.Writing Border Paper - ClipArt Best. Online assignment writing service.
Writing Border Paper - ClipArt Best. Online assignment writing service.
Katie Robinson
 
Topic - Smallbusinessron.Web.Fc2.. Online assignment writing service.
Topic - Smallbusinessron.Web.Fc2.. Online assignment writing service.Topic - Smallbusinessron.Web.Fc2.. Online assignment writing service.
Topic - Smallbusinessron.Web.Fc2.. Online assignment writing service.
Katie Robinson
 
Dot Graph Paper Template Print. Online assignment writing service.
Dot Graph Paper Template Print. Online assignment writing service.Dot Graph Paper Template Print. Online assignment writing service.
Dot Graph Paper Template Print. Online assignment writing service.
Katie Robinson
 
The-American-Flag-Writing-Paper-HD All Form Templ
The-American-Flag-Writing-Paper-HD All Form TemplThe-American-Flag-Writing-Paper-HD All Form Templ
The-American-Flag-Writing-Paper-HD All Form Templ
Katie Robinson
 
Where To Buy Parchment Pape. Online assignment writing service.
Where To Buy Parchment Pape. Online assignment writing service.Where To Buy Parchment Pape. Online assignment writing service.
Where To Buy Parchment Pape. Online assignment writing service.
Katie Robinson
 
A Self -Reflective Essay for IR as an inbetweener.pdf
A Self -Reflective Essay for IR as an inbetweener.pdfA Self -Reflective Essay for IR as an inbetweener.pdf
A Self -Reflective Essay for IR as an inbetweener.pdf
Katie Robinson
 
An Overview of Human Resource Outsourcing.pdf
An Overview of Human Resource Outsourcing.pdfAn Overview of Human Resource Outsourcing.pdf
An Overview of Human Resource Outsourcing.pdf
Katie Robinson
 
A critical discussion of the use of film in participatory research projects w...
A critical discussion of the use of film in participatory research projects w...A critical discussion of the use of film in participatory research projects w...
A critical discussion of the use of film in participatory research projects w...
Katie Robinson
 
Appraisals as causes of emotions.pdf
Appraisals as causes of emotions.pdfAppraisals as causes of emotions.pdf
Appraisals as causes of emotions.pdf
Katie Robinson
 
A practical introduction to data structures and algorithm analysis.pdf
A practical introduction to data structures and algorithm analysis.pdfA practical introduction to data structures and algorithm analysis.pdf
A practical introduction to data structures and algorithm analysis.pdf
Katie Robinson
 
An Algorithm for the Traffic Assignment Problem.pdf
An Algorithm for the Traffic Assignment Problem.pdfAn Algorithm for the Traffic Assignment Problem.pdf
An Algorithm for the Traffic Assignment Problem.pdf
Katie Robinson
 
358-11 . Rana, Pravin S. and Singh, Rana P.B. 2011. Perceptions and Images of...
358-11 . Rana, Pravin S. and Singh, Rana P.B. 2011. Perceptions and Images of...358-11 . Rana, Pravin S. and Singh, Rana P.B. 2011. Perceptions and Images of...
358-11 . Rana, Pravin S. and Singh, Rana P.B. 2011. Perceptions and Images of...
Katie Robinson
 
A Short Way to Short Story.pdf
A Short Way to Short Story.pdfA Short Way to Short Story.pdf
A Short Way to Short Story.pdf
Katie Robinson
 
A mid-summer essay by Roy B Flemming.pdf
A mid-summer essay by Roy B Flemming.pdfA mid-summer essay by Roy B Flemming.pdf
A mid-summer essay by Roy B Flemming.pdf
Katie Robinson
 
Aalborg Universitet Electrical Vehicle Design and Modeling.pdf
Aalborg Universitet Electrical Vehicle Design and Modeling.pdfAalborg Universitet Electrical Vehicle Design and Modeling.pdf
Aalborg Universitet Electrical Vehicle Design and Modeling.pdf
Katie Robinson
 
A Collaborative Framework for Medical Tourism Service Supply Chain Operations...
A Collaborative Framework for Medical Tourism Service Supply Chain Operations...A Collaborative Framework for Medical Tourism Service Supply Chain Operations...
A Collaborative Framework for Medical Tourism Service Supply Chain Operations...
Katie Robinson
 
3rd Edition l Pre-intermediate.pdf
3rd Edition l Pre-intermediate.pdf3rd Edition l Pre-intermediate.pdf
3rd Edition l Pre-intermediate.pdf
Katie Robinson
 
An essay on induction.pdf
An essay on induction.pdfAn essay on induction.pdf
An essay on induction.pdf
Katie Robinson
 

More from Katie Robinson (20)

How To Write A 250 Word Essay Total Assignmen
How To Write A 250 Word Essay Total AssignmenHow To Write A 250 Word Essay Total Assignmen
How To Write A 250 Word Essay Total Assignmen
 
Essay Websites Purpose Of Narrative Essay
Essay Websites Purpose Of Narrative EssayEssay Websites Purpose Of Narrative Essay
Essay Websites Purpose Of Narrative Essay
 
Writing Border Paper - ClipArt Best. Online assignment writing service.
Writing Border Paper - ClipArt Best. Online assignment writing service.Writing Border Paper - ClipArt Best. Online assignment writing service.
Writing Border Paper - ClipArt Best. Online assignment writing service.
 
Topic - Smallbusinessron.Web.Fc2.. Online assignment writing service.
Topic - Smallbusinessron.Web.Fc2.. Online assignment writing service.Topic - Smallbusinessron.Web.Fc2.. Online assignment writing service.
Topic - Smallbusinessron.Web.Fc2.. Online assignment writing service.
 
Dot Graph Paper Template Print. Online assignment writing service.
Dot Graph Paper Template Print. Online assignment writing service.Dot Graph Paper Template Print. Online assignment writing service.
Dot Graph Paper Template Print. Online assignment writing service.
 
The-American-Flag-Writing-Paper-HD All Form Templ
The-American-Flag-Writing-Paper-HD All Form TemplThe-American-Flag-Writing-Paper-HD All Form Templ
The-American-Flag-Writing-Paper-HD All Form Templ
 
Where To Buy Parchment Pape. Online assignment writing service.
Where To Buy Parchment Pape. Online assignment writing service.Where To Buy Parchment Pape. Online assignment writing service.
Where To Buy Parchment Pape. Online assignment writing service.
 
A Self -Reflective Essay for IR as an inbetweener.pdf
A Self -Reflective Essay for IR as an inbetweener.pdfA Self -Reflective Essay for IR as an inbetweener.pdf
A Self -Reflective Essay for IR as an inbetweener.pdf
 
An Overview of Human Resource Outsourcing.pdf
An Overview of Human Resource Outsourcing.pdfAn Overview of Human Resource Outsourcing.pdf
An Overview of Human Resource Outsourcing.pdf
 
A critical discussion of the use of film in participatory research projects w...
A critical discussion of the use of film in participatory research projects w...A critical discussion of the use of film in participatory research projects w...
A critical discussion of the use of film in participatory research projects w...
 
Appraisals as causes of emotions.pdf
Appraisals as causes of emotions.pdfAppraisals as causes of emotions.pdf
Appraisals as causes of emotions.pdf
 
A practical introduction to data structures and algorithm analysis.pdf
A practical introduction to data structures and algorithm analysis.pdfA practical introduction to data structures and algorithm analysis.pdf
A practical introduction to data structures and algorithm analysis.pdf
 
An Algorithm for the Traffic Assignment Problem.pdf
An Algorithm for the Traffic Assignment Problem.pdfAn Algorithm for the Traffic Assignment Problem.pdf
An Algorithm for the Traffic Assignment Problem.pdf
 
358-11 . Rana, Pravin S. and Singh, Rana P.B. 2011. Perceptions and Images of...
358-11 . Rana, Pravin S. and Singh, Rana P.B. 2011. Perceptions and Images of...358-11 . Rana, Pravin S. and Singh, Rana P.B. 2011. Perceptions and Images of...
358-11 . Rana, Pravin S. and Singh, Rana P.B. 2011. Perceptions and Images of...
 
A Short Way to Short Story.pdf
A Short Way to Short Story.pdfA Short Way to Short Story.pdf
A Short Way to Short Story.pdf
 
A mid-summer essay by Roy B Flemming.pdf
A mid-summer essay by Roy B Flemming.pdfA mid-summer essay by Roy B Flemming.pdf
A mid-summer essay by Roy B Flemming.pdf
 
Aalborg Universitet Electrical Vehicle Design and Modeling.pdf
Aalborg Universitet Electrical Vehicle Design and Modeling.pdfAalborg Universitet Electrical Vehicle Design and Modeling.pdf
Aalborg Universitet Electrical Vehicle Design and Modeling.pdf
 
A Collaborative Framework for Medical Tourism Service Supply Chain Operations...
A Collaborative Framework for Medical Tourism Service Supply Chain Operations...A Collaborative Framework for Medical Tourism Service Supply Chain Operations...
A Collaborative Framework for Medical Tourism Service Supply Chain Operations...
 
3rd Edition l Pre-intermediate.pdf
3rd Edition l Pre-intermediate.pdf3rd Edition l Pre-intermediate.pdf
3rd Edition l Pre-intermediate.pdf
 
An essay on induction.pdf
An essay on induction.pdfAn essay on induction.pdf
An essay on induction.pdf
 

Recently uploaded

Reimagining Your Library Space: How to Increase the Vibes in Your Library No ...
Reimagining Your Library Space: How to Increase the Vibes in Your Library No ...Reimagining Your Library Space: How to Increase the Vibes in Your Library No ...
Reimagining Your Library Space: How to Increase the Vibes in Your Library No ...
Diana Rendina
 
How to Manage Your Lost Opportunities in Odoo 17 CRM
How to Manage Your Lost Opportunities in Odoo 17 CRMHow to Manage Your Lost Opportunities in Odoo 17 CRM
How to Manage Your Lost Opportunities in Odoo 17 CRM
Celine George
 
UGC NET Exam Paper 1- Unit 1:Teaching Aptitude
UGC NET Exam Paper 1- Unit 1:Teaching AptitudeUGC NET Exam Paper 1- Unit 1:Teaching Aptitude
UGC NET Exam Paper 1- Unit 1:Teaching Aptitude
S. Raj Kumar
 
คำศัพท์ คำพื้นฐานการอ่าน ภาษาอังกฤษ ระดับชั้น ม.1
คำศัพท์ คำพื้นฐานการอ่าน ภาษาอังกฤษ ระดับชั้น ม.1คำศัพท์ คำพื้นฐานการอ่าน ภาษาอังกฤษ ระดับชั้น ม.1
คำศัพท์ คำพื้นฐานการอ่าน ภาษาอังกฤษ ระดับชั้น ม.1
สมใจ จันสุกสี
 
Advanced Java[Extra Concepts, Not Difficult].docx
Advanced Java[Extra Concepts, Not Difficult].docxAdvanced Java[Extra Concepts, Not Difficult].docx
Advanced Java[Extra Concepts, Not Difficult].docx
adhitya5119
 
NEWSPAPERS - QUESTION 1 - REVISION POWERPOINT.pptx
NEWSPAPERS - QUESTION 1 - REVISION POWERPOINT.pptxNEWSPAPERS - QUESTION 1 - REVISION POWERPOINT.pptx
NEWSPAPERS - QUESTION 1 - REVISION POWERPOINT.pptx
iammrhaywood
 
clinical examination of hip joint (1).pdf
clinical examination of hip joint (1).pdfclinical examination of hip joint (1).pdf
clinical examination of hip joint (1).pdf
Priyankaranawat4
 
BÀI TẬP BỔ TRỢ TIẾNG ANH LỚP 9 CẢ NĂM - GLOBAL SUCCESS - NĂM HỌC 2024-2025 - ...
BÀI TẬP BỔ TRỢ TIẾNG ANH LỚP 9 CẢ NĂM - GLOBAL SUCCESS - NĂM HỌC 2024-2025 - ...BÀI TẬP BỔ TRỢ TIẾNG ANH LỚP 9 CẢ NĂM - GLOBAL SUCCESS - NĂM HỌC 2024-2025 - ...
BÀI TẬP BỔ TRỢ TIẾNG ANH LỚP 9 CẢ NĂM - GLOBAL SUCCESS - NĂM HỌC 2024-2025 - ...
Nguyen Thanh Tu Collection
 
BÀI TẬP DẠY THÊM TIẾNG ANH LỚP 7 CẢ NĂM FRIENDS PLUS SÁCH CHÂN TRỜI SÁNG TẠO ...
BÀI TẬP DẠY THÊM TIẾNG ANH LỚP 7 CẢ NĂM FRIENDS PLUS SÁCH CHÂN TRỜI SÁNG TẠO ...BÀI TẬP DẠY THÊM TIẾNG ANH LỚP 7 CẢ NĂM FRIENDS PLUS SÁCH CHÂN TRỜI SÁNG TẠO ...
BÀI TẬP DẠY THÊM TIẾNG ANH LỚP 7 CẢ NĂM FRIENDS PLUS SÁCH CHÂN TRỜI SÁNG TẠO ...
Nguyen Thanh Tu Collection
 
Main Java[All of the Base Concepts}.docx
Main Java[All of the Base Concepts}.docxMain Java[All of the Base Concepts}.docx
Main Java[All of the Base Concepts}.docx
adhitya5119
 
Wound healing PPT
Wound healing PPTWound healing PPT
Wound healing PPT
Jyoti Chand
 
The basics of sentences session 6pptx.pptx
The basics of sentences session 6pptx.pptxThe basics of sentences session 6pptx.pptx
The basics of sentences session 6pptx.pptx
heathfieldcps1
 
C1 Rubenstein AP HuG xxxxxxxxxxxxxx.pptx
C1 Rubenstein AP HuG xxxxxxxxxxxxxx.pptxC1 Rubenstein AP HuG xxxxxxxxxxxxxx.pptx
C1 Rubenstein AP HuG xxxxxxxxxxxxxx.pptx
mulvey2
 
The History of Stoke Newington Street Names
The History of Stoke Newington Street NamesThe History of Stoke Newington Street Names
The History of Stoke Newington Street Names
History of Stoke Newington
 
A Independência da América Espanhola LAPBOOK.pdf
A Independência da América Espanhola LAPBOOK.pdfA Independência da América Espanhola LAPBOOK.pdf
A Independência da América Espanhola LAPBOOK.pdf
Jean Carlos Nunes Paixão
 
How to Create a More Engaging and Human Online Learning Experience
How to Create a More Engaging and Human Online Learning Experience How to Create a More Engaging and Human Online Learning Experience
How to Create a More Engaging and Human Online Learning Experience
Wahiba Chair Training & Consulting
 
Liberal Approach to the Study of Indian Politics.pdf
Liberal Approach to the Study of Indian Politics.pdfLiberal Approach to the Study of Indian Politics.pdf
Liberal Approach to the Study of Indian Politics.pdf
WaniBasim
 
MARY JANE WILSON, A “BOA MÃE” .
MARY JANE WILSON, A “BOA MÃE”           .MARY JANE WILSON, A “BOA MÃE”           .
MARY JANE WILSON, A “BOA MÃE” .
Colégio Santa Teresinha
 
Digital Artefact 1 - Tiny Home Environmental Design
Digital Artefact 1 - Tiny Home Environmental DesignDigital Artefact 1 - Tiny Home Environmental Design
Digital Artefact 1 - Tiny Home Environmental Design
amberjdewit93
 
বাংলাদেশ অর্থনৈতিক সমীক্ষা (Economic Review) ২০২৪ UJS App.pdf
বাংলাদেশ অর্থনৈতিক সমীক্ষা (Economic Review) ২০২৪ UJS App.pdfবাংলাদেশ অর্থনৈতিক সমীক্ষা (Economic Review) ২০২৪ UJS App.pdf
বাংলাদেশ অর্থনৈতিক সমীক্ষা (Economic Review) ২০২৪ UJS App.pdf
eBook.com.bd (প্রয়োজনীয় বাংলা বই)
 

Recently uploaded (20)

Reimagining Your Library Space: How to Increase the Vibes in Your Library No ...
Reimagining Your Library Space: How to Increase the Vibes in Your Library No ...Reimagining Your Library Space: How to Increase the Vibes in Your Library No ...
Reimagining Your Library Space: How to Increase the Vibes in Your Library No ...
 
How to Manage Your Lost Opportunities in Odoo 17 CRM
How to Manage Your Lost Opportunities in Odoo 17 CRMHow to Manage Your Lost Opportunities in Odoo 17 CRM
How to Manage Your Lost Opportunities in Odoo 17 CRM
 
UGC NET Exam Paper 1- Unit 1:Teaching Aptitude
UGC NET Exam Paper 1- Unit 1:Teaching AptitudeUGC NET Exam Paper 1- Unit 1:Teaching Aptitude
UGC NET Exam Paper 1- Unit 1:Teaching Aptitude
 
คำศัพท์ คำพื้นฐานการอ่าน ภาษาอังกฤษ ระดับชั้น ม.1
คำศัพท์ คำพื้นฐานการอ่าน ภาษาอังกฤษ ระดับชั้น ม.1คำศัพท์ คำพื้นฐานการอ่าน ภาษาอังกฤษ ระดับชั้น ม.1
คำศัพท์ คำพื้นฐานการอ่าน ภาษาอังกฤษ ระดับชั้น ม.1
 
Advanced Java[Extra Concepts, Not Difficult].docx
Advanced Java[Extra Concepts, Not Difficult].docxAdvanced Java[Extra Concepts, Not Difficult].docx
Advanced Java[Extra Concepts, Not Difficult].docx
 
NEWSPAPERS - QUESTION 1 - REVISION POWERPOINT.pptx
NEWSPAPERS - QUESTION 1 - REVISION POWERPOINT.pptxNEWSPAPERS - QUESTION 1 - REVISION POWERPOINT.pptx
NEWSPAPERS - QUESTION 1 - REVISION POWERPOINT.pptx
 
clinical examination of hip joint (1).pdf
clinical examination of hip joint (1).pdfclinical examination of hip joint (1).pdf
clinical examination of hip joint (1).pdf
 
BÀI TẬP BỔ TRỢ TIẾNG ANH LỚP 9 CẢ NĂM - GLOBAL SUCCESS - NĂM HỌC 2024-2025 - ...
BÀI TẬP BỔ TRỢ TIẾNG ANH LỚP 9 CẢ NĂM - GLOBAL SUCCESS - NĂM HỌC 2024-2025 - ...BÀI TẬP BỔ TRỢ TIẾNG ANH LỚP 9 CẢ NĂM - GLOBAL SUCCESS - NĂM HỌC 2024-2025 - ...
BÀI TẬP BỔ TRỢ TIẾNG ANH LỚP 9 CẢ NĂM - GLOBAL SUCCESS - NĂM HỌC 2024-2025 - ...
 
BÀI TẬP DẠY THÊM TIẾNG ANH LỚP 7 CẢ NĂM FRIENDS PLUS SÁCH CHÂN TRỜI SÁNG TẠO ...
BÀI TẬP DẠY THÊM TIẾNG ANH LỚP 7 CẢ NĂM FRIENDS PLUS SÁCH CHÂN TRỜI SÁNG TẠO ...BÀI TẬP DẠY THÊM TIẾNG ANH LỚP 7 CẢ NĂM FRIENDS PLUS SÁCH CHÂN TRỜI SÁNG TẠO ...
BÀI TẬP DẠY THÊM TIẾNG ANH LỚP 7 CẢ NĂM FRIENDS PLUS SÁCH CHÂN TRỜI SÁNG TẠO ...
 
Main Java[All of the Base Concepts}.docx
Main Java[All of the Base Concepts}.docxMain Java[All of the Base Concepts}.docx
Main Java[All of the Base Concepts}.docx
 
Wound healing PPT
Wound healing PPTWound healing PPT
Wound healing PPT
 
The basics of sentences session 6pptx.pptx
The basics of sentences session 6pptx.pptxThe basics of sentences session 6pptx.pptx
The basics of sentences session 6pptx.pptx
 
C1 Rubenstein AP HuG xxxxxxxxxxxxxx.pptx
C1 Rubenstein AP HuG xxxxxxxxxxxxxx.pptxC1 Rubenstein AP HuG xxxxxxxxxxxxxx.pptx
C1 Rubenstein AP HuG xxxxxxxxxxxxxx.pptx
 
The History of Stoke Newington Street Names
The History of Stoke Newington Street NamesThe History of Stoke Newington Street Names
The History of Stoke Newington Street Names
 
A Independência da América Espanhola LAPBOOK.pdf
A Independência da América Espanhola LAPBOOK.pdfA Independência da América Espanhola LAPBOOK.pdf
A Independência da América Espanhola LAPBOOK.pdf
 
How to Create a More Engaging and Human Online Learning Experience
How to Create a More Engaging and Human Online Learning Experience How to Create a More Engaging and Human Online Learning Experience
How to Create a More Engaging and Human Online Learning Experience
 
Liberal Approach to the Study of Indian Politics.pdf
Liberal Approach to the Study of Indian Politics.pdfLiberal Approach to the Study of Indian Politics.pdf
Liberal Approach to the Study of Indian Politics.pdf
 
MARY JANE WILSON, A “BOA MÃE” .
MARY JANE WILSON, A “BOA MÃE”           .MARY JANE WILSON, A “BOA MÃE”           .
MARY JANE WILSON, A “BOA MÃE” .
 
Digital Artefact 1 - Tiny Home Environmental Design
Digital Artefact 1 - Tiny Home Environmental DesignDigital Artefact 1 - Tiny Home Environmental Design
Digital Artefact 1 - Tiny Home Environmental Design
 
বাংলাদেশ অর্থনৈতিক সমীক্ষা (Economic Review) ২০২৪ UJS App.pdf
বাংলাদেশ অর্থনৈতিক সমীক্ষা (Economic Review) ২০২৪ UJS App.pdfবাংলাদেশ অর্থনৈতিক সমীক্ষা (Economic Review) ২০২৪ UJS App.pdf
বাংলাদেশ অর্থনৈতিক সমীক্ষা (Economic Review) ২০২৪ UJS App.pdf
 

A Systems Integration Framework For Process Analysis And Improvement

  • 1. A Systems Integration Framework for Process Analysis and Improvement Rashmi Jain,* Anithashree Chandrasekaran, and Ozgur Erol Stevens Institute of Technology, Castle Point on Hudson, Hoboken, NJ 07030 SYSTEMS INTEGRATION FRAMEWORK FOR PROCESS ANALYSIS AND IMPROVEMENT Received 16 July 2007; Revised 7 October 2008; Accepted 5 May 2009, after one or more revisions Published online 27 August 2009 in Wiley InterScience (www.interscience.wiley.com) DOI 10.1002/sys.20148 ABSTRACT Systems Integration (SI) is an important element of Systems Engineering. It involves the integration of hardware, software, products, services, processes, and humans. The ever-increasing scale of complexity of systems and its impact on the business requires that we revisit the processes involved in the development and integration of a system. This paper proposes aSystemsIntegrationProcess Model (SIPM ) based on a comprehensive lifecycle view of systems integration. As part of the ongoing SI research at Stevens Institute of Technology, the authors have developed a Systems Integration Framework (SIF) which incorporates the relevant aspects of integration from a lifecycle perspective and sets a foundation to an end-to-end approach to SI. Our end-to-end approach focuses on how integration issues can be addressed up-front to minimize integration related complexities and challenges later on in the system engineering process. This paper discusses the merits and benefits of applying the SIPM to evaluate and improve current SI processes in organizations. The paper provides, in addition to an overview of the SI framework, the activities included in the model. The model was pilot tested to evaluate the SI processes at a government agency. The results were used to provide recommendations for SI process reengineering. © 2009 Wiley Periodicals, Inc. Syst Eng 13: 274–289, 2010 Key words: system integration; verification and validation; interface; COTS; legacy; integration process; integration activities 1. INTRODUCTION The challenge of addressing systems integration complexity and qualifying a system for deployment or implementation demands new innovative methods for qualification, integra- tion, and testing. While researching for methodologies for effective systems integration, we realized that, in order to develop a new methodology, a clear and concise under- standing of the processes and activities involved in SI is much needed. Systems integration activities are highly coupled and sup- ported by activities across a system lifecycle. This compre- hensive view of SI integrates both the products and the processes to achieve the required objectives. A SI framework approach was taken to address the challenge. Based on this framework, five process areas of SI were identified, and activities under each process area were studied. The first iteration of developing a SIPM used the literature review of the existing and available process models in SI and Systems Engineering (SE) as its foundation. This model was then refined by the study of industry best practices for SI and SE. This model was then piloted at a government agency to *Author to whom all correspondence should be addressed (e-mail: rashmi.jain@stevens.edu; Anithashree.chandrasekaran@stevens.edu; oerol@stevens.edu). Systems Engineering Vol. 13, No. 3, 2010 © 2009 Wiley Periodicals, Inc. 274 Regular Paper
  • 2. evaluate its current integration process effectiveness and pro- pose gaps and recommendations to improve the effectiveness. The next several sections will discuss the details of SI Framework and the lifecycle view, SI processes model, and related activities, and the results from the application of the model at a government agency. 2. SYSTEMS INTEGRATION AND SYSTEMS ENGINEERING Systems Integration is an important element of Systems En- gineering which involves the integration of hardware, soft- ware, products, services, business processes, and humans [Grady, 1994; Jain, 2007]. From a process perspective, the systems integration process creates the links within the Sys- tems Engineering process from requirements collection to verification and validation and ultimately to operation of the system. It would be accurate to state that the SI process and activities occur throughout the SE lifecycle. SI should be implemented from the beginning and throughout the system development rather than being implemented only as a “down- stream” event. The existing standards, models, and guidelines of systems engineering and software engineering address systems inte- gration issues partially. They tend to view systems integration from a perspective of integrating physical components. These standards and models lack a holistic end-to-end approach to SI. For example, 15288:2002 [ISO/IEC, 2002] systems inte- gration process activities include: a. Define an assembly sequence and strategy that mini- mizes systems integration risks. b. Identify the constraints on the design arising from the integration strategy. c. Obtain integration enabling systems and specified ma- terials according to the defined integration procedures. d. Obtain system elements in accordance with agreed schedules. e. Assure that the system elements have been verified against acceptance criteria specified in an agreement. f. Integrate system elements in accordance with applica- ble interface control descriptions and defined assembly procedures. g. Use the specified integration facilities. h. Record integration information in an appropriate data- base [ISO/IEC, 2002]. This definition of systems integration does not include the important issues of systems integration such as interoperabil- ity, interface control and management, business process inte- gration, and traceability. Due to the emerging SE challenges and theincreasingimportanceof systemsintegration,theneed for a holistic approach to Systems Integration has become critical. 3. SYSTEMS INTEGRATION FRAMEWORK (SIF) As a part of the ongoing systems integration research at Stevens Instituteof Technology,aSystemsIntegrationFrame- work (Fig. 1) was developed based on the literature review and evaluation of systems integration processes and models. This framework was developed as a baseline to identify a comprehensive set of end-to-end activities that may constitute and define the scope of systems integration processes. The details on this framework can be obtained from Jain, Chan- drasekaran, and Erol [2009.]. This Systems Integration Framework illustrates a compre- hensive end-to-end systems integration approach. This ap- proach is based on the premise that integration occurs Figure 1. Jain’s Systems Integration Framework. [Color figure can be viewed in the online issue, which is available at www.interscience. wiley.com.] SYSTEMS INTEGRATION FRAMEWORK FOR PROCESS ANALYSIS AND IMPROVEMENT 275 Systems Engineering DOI 10.1002/sys
  • 3. throughout the lifecycle of a system. Systems integration is not a one-time activity. Our current focus of SI processes and activities looks at the following three dimensions of SI inter- actions as illustrated in the SI framework. (1) Interoperability is a prerequisite to achieving successful systems integration. If the subsystems or systems are not interoperable, they can- not be integrated. Standards or other forms of guidelines—in- ternational, national, or industry-specific—provide an opportunity to design systems which can be “open” and simple to integrate. On the other hand, these guidelines can also constrain the design by requiring additional design ele- ments that may lead to more complex systems integration. (2) The other processes of system development lifecycle such as requirements management, interface control and manage- ment, testing, verification and validation, and configuration management should include and address SI issues. (3) Legacy systems integration and COTS integration issues are inevita- ble in integration of most systems. Interoperability and inter- face management issues of legacy and COTS systems affect the overall success of systems integration to a significant extent. Due to the shift within the SE community towards consid- ering “enterprises” as systems [Rouse, 2005; Carlock and Fenton, 2001; Kosanke et al., 1999], Enterprise Integration (EI) has become an important aspect of SI. EI is related to integrating technology, processes, and people to facilitate a greater flow of information and effective decision making across the enterprise with the goal ofimproving efficiency and competitive advantage. Integration of business systems, or for that matter any system, requires a good understanding of business processes and business process analysis. Systems are designed, developed, and engineered to support the business processes within an enterprise and alignment of processes and systems is crucial to better meet the needs of stakeholders for whom the systems are built. This approachsetsourfoundation of the end-to-end (life cycle) approach to SI. Therefore, business process integration (BPI) is an important element of our SI Framework. An understanding of the concept of a business process and the need to conduct integrated business process analysis is a prerequisite for systems integration. Though the authors believe both EI and BPI are essential for an end-to-end integration the scope of the research study of the agency’s SI process does not include them due to program- matic limitations. 4. SYSTEMS INTEGRATION LIFECYCLE AND PROCESSES Extending the framework, we define the Systems Integration process as a set of activities that transforms the stakeholder requirements into an operational system by unifying the proc- ess components and product components into a whole while ensuring compliance to the specified levels of component operations and interoperability. The scope and objectives of systems integration should be clearly identified to ensure that new systems and components are able to work with the existing systems and components. This can be achieved by applying [Mische, 1998] four states of systems integration: • Interconnectivity is the initial and the fundamental state in the systems integration. It requires all new and exist- ing system components and equipment to connect and work together. • Interoperability means that all interconnected informa- tion system components and equipment should be able to function and interact with each other. Interoperability is considered as the key state of systems integration. • Semantic consistency refers to the concern of consis- tency at data level. • Convergent integration involves the amalgamation of components and technology with business processes, people, skills, and knowledge. A lifecycle view of SI will help us in understanding the context of SI and its scope across system engineering life cycle phases. It also helps in identifying and addressing SI issues as and when they happen throughout the system devel- opment, implementation, and operation. Figure 2 shows how the five Systems integration subproc- esses fit within the Systems Engineering Process. These proc- esses are embedded within the SE lifecycle processes in places where SI activities become critical and important. The SI lifecycle has five high level subprocesses. These subproc- esses are identified as Integration Requirements; Integration Architecture; Integration Planning; Integration Implementa- tion; and Integration Validation and Verification as shown in Figure 2. Once a conceptual design for a system is chosen and all operational scenarios (use cases) to understand the context are analyzed, the broader category of stakeholder requirements are then refined and derived to form system requirements or specifications. During this phase of SE life cycle, it is critical to identify requirements that will impact systems integration. These requirements termed as integration requirements ad- dress the required level of integration and quality. These integration requirements fall under the categories of compli- ance, interoperability, qualification, COTS (commercial off- the-shelf), and legacy. This subprocess of identifying, refining, deriving, and managing the above categories of requirements is called Integration Requirements subprocess. The integration requirements are then used to develop the design (architecture) to address the integration issues such as COTS, legacy, interfaces, testability, qualification, and com- pliance. These design decisions are based on the functional and physical architectureof the system.Tradeoff decisionsare based on these architectures and requirements. This subproc- ess of developing architectures to integrate the system as a whole using tradeoffs and decision making is called the Integration Architecture subprocess. Based on the optimized system architecture design, plans are developed to manage and implement interfaces and tests. The plans are based on the interface architecture and qualifi- cation architecture. The planning decisions are made concur- rently based on the system model optimization sub-process. This subprocess of harmonizing the interface management, verification, and validation of the integrated subsystems and the system with its environment is called Integration Planning subprocess. 276 JAIN, CHANDRASEKARAN, AND EROL Systems Engineering DOI 10.1002/sys
  • 4. Once the detailed designs are implemented and subsys- tems are built, verification and validation of the subsystems is done as per the requirements, architecture, and the plan. These subsystems are then integrated and the process of verification and validation occurs to determine the compliance and qualification of the integrated system. This process iterates until the completed system integrates with its operational envi- ronment. The subprocess of integrating the subsystems and systemasawholebasedonthearchitecturesiscalledIntegration Implementationsubprocess.Thesubprocessoftestingandquali- fying the subsystems and the integrated system is called Integra- tion Verification and Validation subprocess. Based on the system development lifecycle, these subproc- esses can feed into each other and iterate to mitigate and manage the unknown factors of the system and optimize integration effectiveness. These five subprocesses of systems integration form the five fundamental processes of systems integration process model. SIPMidentifies all the subprocesses that are critical for systems integration. It further explains the interaction of activities within each subprocess, and between the five subprocesses. The following section discusses the activities in each subprocess. 5. SYSTEMS INTEGRATION PROCESS MODEL (SIPM ) SIPM shows how each of the sub-processes interacts and how the process flow occurs in each. For the purpose of clarity and readability, the process model is shown in four process flow diagrams (Figs. 3, 4, 6, and 7). The interconnections between the processes are shown in a rounded rectangle with the activity number listed. The activity numbers are shown along with the activity name in each process flow. SIPM has five subprocesses and 45 activities. This model was developed based on literature reviews on systems integration, standards, and integration best practices. The following subsections provide a brief discussion on each subprocess and their proc- ess flows. The process flows are used only for the understanding of the dependence between each activity in systems integration. The SI process execution sequence or concurrence is not shown in the process flows as included in this paper. However, the direction and nature of process flows forms the basis of traceability between all the activities related to each of the processes (artifacts, resources, etc.). Traceability facilitates validation in each subprocess. Validation helps us determine that these systems integration processes have produced the right design and related artifacts. The process flows included in this paper do not explicitly show the traceability across them and the validation at the end of each sub-process. 5.1. Integration Requirements Subprocess Integration Requirements is one of the most important sub- processesofthesystemsintegrationprocess.Theprocessflow of the requirements sub-process is shown in Figure 3. In order Figure 2. SI process activities within SE Lifecycle (SE Lifecycle as adapted from SYS 625 Course Notes, Stevens Institute of Technology, Hoboken, NJ). [Color figure can be viewed in the online issue, which is available at www.interscience.wiley.com.] SYSTEMS INTEGRATION FRAMEWORK FOR PROCESS ANALYSIS AND IMPROVEMENT 277 Systems Engineering DOI 10.1002/sys
  • 5. to avoid issues and surprises during the implementation, it is important to elicit system requirements with a systems inte- gration focus early on. The delays in product development are mainly attributed to errors and rework that result due to the errors during the final phases. The effort and money spent on these errors and fixes are huge [McConnell, 1996]. These errors could have been avoided with early consideration of integration issues. It is a good practice to identify systems integration stakeholders and gather requirements from them early in the SE life cycle. The systems integration process begins with these requirements subprocess activities. In gen- eral, systems integration requirements fall under six major categories or types 5.1.1. Interoperability Requirements Interoperability is the ability of systems to provide services to and accept services from other systems, and to use the services so exchanged to enable them to operate effectively together. Interoperability can be achieved by designing and building systems against a defined interoperability require- ment, and maintaining that interoperability throughout as the system changes and upgrades through configuration manage- ment, and testing for interoperability against those require- ments. Interoperability Requirements address or help address an operationally recognizable activity or sequence of activi- ties that has a definable starting action, a definable concluding action, and which involves the exchange of items like data, information, material, or energy between two or moresystems (subsystems or platforms). Such an exchange may be interac- tive and may involve the use of more than one transfer medium; however, the information content on all transfer media must be definable. These requirements are related to an operational capability. In most cases, few interoperability requirements are identified and interoperability often be- comes an issue when a system is deployed. 5.1.2. Interface Requirements Interface is a connection resource for linking to another system’s interface or to another system’s component. Inter- face is the functional and physical characteristics required to exist at a common boundary or connection between systems or items. Interface requirements must address total system performance, the fidelity of the interface, and any system requirements meant to constrain interface design [Buede, 2000]. Interface requirements are statements on the interface designs, protocols used, data formats, entityrelationships,and processing rules. They define the interfaces and their inputs and outputs. Interface Interactions between elements [Pimmler and Eppinger, 1994] are: 1. Spatial: A spatial-type interaction identifies needs for adjacency or orientation between two elements. 2. Energy: An energy-type interaction identifies needs for energy transfer between two elements. 3. Information: An information-type interaction identifies needs for information or signal exchange between two elements. 4. Material: A material-type interaction identifies needs for materials exchange between two elements. In cases where systems integration is highly linked to the organizational planning and operations and in cases where end-user computing is involved, organizational interfaces be- come critical. Organizational interfaces are the common boundaries between user, system, and organization. The na- ture of the interfaces can be procedures, data, personnel, hardware, and software [Trauth and Cole, 1992]. Organiza- tional interfaces mainly include communication between user/system, and organization and its subunits, user/system, and organizational vendors and subcontractors, organiza- tion/team coordination, training, documentation, support and services, business alignment planning, organizational innova- tion [Beise, 1994; Trauth and Cole, 1992]. The quality of such interfaces also determines system effectiveness [Beise, 1994]. Implications on system design and development due to organ- izational interfaces in terms of organizational forms of sup- port are discussed in Trauth and Cole [1992] and in other literature discussed in the former. Interface requirements for all external and internal inter- faces are gathered in the early phases of systems integration. Interface requirements gathering and analysis help in under- standing the critical variables of all internal and external interfaces and their predicted variations but only to some extent—those that can be foreseeable. However, in the opera- tional environment there is always a challenge to deal with the impact of interaction of these critical variables that was not foreseen. An upfront and early-on focus on interface require- ments and architecture helps in addressing these issues. Inter- face requirements help in architecting interfaces to achieve robustness and specified level of “ilities.” 5.1.3. Qualification/Test Requirements Qualification requirements address the needs to qualify the system as being designed right, the right system, and an acceptable system [Buede, 2000]. Qualification is the process of verifying and validating the system design and then obtain- ing the stakeholder’s acceptance of the design. Qualification is associated with testing, acceptance, verification, and vali- dation. The four elements of the qualification requirements are (i) observance—how the expected qualification data for each input/output and system-wide requirements will be ob- tained, that is, test, analysis and simulation, inspection, or demonstration; (ii) verification plan—how the qualification data will be used to determine that the real systems conforms to the design that is developed; (iii) validation plan—how the qualification data will be used to determine that the real system complies with the originating requirements; and (iv) acceptance plan—how the qualification data will be used to determine that the real system is acceptable to the stakehold- ers. 5.1.4. Operational Readiness Requirements Operational readiness requirements address requirements that help to ensure that the solution can be correctly deployed within the enterprise or the operational environments. These requirements identify the entire roll out procedures and pro- grams that are required and production support to install or deploy the system or release in its operational environments. These requirements are obtained from ConOps and service level agreements of the system. ConOps describes the result 278 JAIN, CHANDRASEKARAN, AND EROL Systems Engineering DOI 10.1002/sys
  • 6. of the system conceptual analysis process. They include all of the information needed to describe the users’ needs, goals, expectations, operational environment, processes, and char- acteristics for the system under consideration. Operational readiness requirements focus on the sections of ConOps that include modes of operation for the proposed system, user classes and user characteristics, operational features of the proposed system, and operational scenarios for each opera- tional mode defining the system’s interaction with other sys- tems. These requirements ensure that all operating scenarios can be supported by the proposed system. 5.1.5. Integration Technology Requirements Integration technology requirements address systems integra- tion with technical solutions. They address details on mecha- nisms that need to be implemented which will allow the transfer of data between systems, and mechanisms for initiat- ing actions in other systems. Integration technology require- ments address feasibility, availability, and relevance of technical solutions for optimal integration. In most cases integration technology focuses ontheinterconnectivity aspect of the comprehensive systems integration. Some examples of integration technology are data transfer, transport services, file transfer protocol, document protocols, remote procedure calls, etc. 5.1.6. Standards, Guidelines, and Recommendations Requirements Standards, guidelines, and recommendations requirements are the constraining requirements that have to be complied with for various reasons specific to each system and its domain, for example, security and safety requirements. These standards, guidelines, and recommendations can be organiza- tional specific, technology specific, domain specific, audit and regulatory requirements, and international standards for quality, safety, and security. These include all formal, de jure, and de facto standards relevant to the technology and the proposed system. In most cases these requirements are used to achieve interoperability, interchangeability, and portability. Systems tend to have longer operational life if they are based on universally accepted standards and have been time-tested. These requirements can be both functional and nonfunctional. The above six categories of Integration Requirements are gathered from the stakeholders and are further analyzed and refined as shown in Figure 3. The derived requirements are requirements that help us better understand and support these originating requirements (requirements obtained from stake- holders). They are detailed system requirements for the cho- sen system concept. These requirements need to be iterated with the stakeholders of systems integration and signed off so that they can be used as a baseline for systems integration process. These requirements have to be documented well and maintained with good configuration management (CM). Con- figuration management plays a key role in achieving systems integration effectiveness and is part of every subprocess of integration. Four classic operational aspects of Configuration Management (CM) are identification of the structure of the product/process, control of their releases, accounting for their status, and audit and review of their completeness. 5.2. Integration Architecture Subprocess The integration requirements are addressed through the inte- gration architecture which is embedded in both the physical and functional architectures of the system. Figure 4 illustrates the process model of the integration architecture subprocess. Integration architecture includes legacy systems integration, COTS integration, interface definition, control and manage- ment, and qualification architecture. This section briefly ex- plains each of these activities. [Jain, Chandrasekaran, and Erol, 2009] provides detailed discussion on these activities. We identify the strategies for integrating legacy systems during the conceptual design phase. These legacy systems are usually mission/business critical, and should remain func- tional at all times [Konstantas, 1996]. They fully satisfy system functional requirements and support current business functionality and have been thoroughly tested in the actual operational environment. They are also coupled with the rest of the operational infrastructure. The legacy systems provide a set of design constraints which have to be identified and defined. The limitations of legacy systems such as pollution, embedded knowledge, poor lexicon, coupling, layered archi- tectures, frequency of failures and breakdowns, obsolescence, and maintenance cost are discussed in detail in Bianchi et al. Figure3.Integrationrequirements activities flowchart.[Colorfigure can be viewed in the online issue, which is available at www. interscience.wiley.com.] SYSTEMS INTEGRATION FRAMEWORK FOR PROCESS ANALYSIS AND IMPROVEMENT 279 Systems Engineering DOI 10.1002/sys
  • 7. [2003] The requirements for legacy integration are gathered and analyzed. They are further derived to understand the required level of interoperability and interfaces for integrating the legacy system/subsystem. These requirements constrain the architectural decisions for the proposed system. Once the system requirements are elicited and a baseline architecture is developed then build or buy related design decisions for subsystems and components are made. The commercial-off-the-shelf (COTS) subsystems or components are identified. A COTS item is one that is sold, leased, or licensed to the general public; offered by a vendor trying to profit from it; supported and evolved by the vendor who retains the intellectual property rights; available in multiple, identical copies; and used without modification of the inter- nals [OSD, 2002]. The requirements on the level of interop- erability and interfaces for COTS integration are derived for further architectural refinement and decisions. A simultane- ous COTS approach is recommended to addresses COTS integration issues. In this approach convergent decisions are made considering the following tradeoffs simultaneously [SEI, 2002]: 1. Stakeholder needs and business processes: Require- ments (including quality attributes such as perform- ance, security, and reliability), end-user business processes, business drivers, and operational environ- ment. 2. Marketplace: Available and emerging COTS technol- ogy and products, nondevelopment items (NDI), and relevant standards. 3. Architecture and Design: Essential elements of the system and the relationships between them. Elements include structure, behavior, usage, functionality, per- formance, resilience, reuse, comprehensibility, eco- nomic and technologic constraints and tradeoffs, and aesthetic issues. 4. Programmatics and risk: The management aspects of the project. These aspects consider the cost, schedule, and risk of building, fielding, and supporting the solu- tion to include the cost, schedule, and risk for changing the necessary business processes. The interface architecture defines the interface specifica- tion based on all the system internal and external interface requirements. A baseline interface definition must be agreed upon before the beginning of implementation activities, and the user interface must be defined and maintained as an integral part of the system specification. Interface control and management is an important part of the integration architec- ture that results in the management of communication, coor- dination, and responsibility across a common boundary between two organizations, phases, or physical entities which are interdependent. It ensures that internal and external inter- faces are properly identified, integrated, stabilized, and con- trolled early in order to prevent expensive and time-consuming fixes later. Semantic integration addresses the semantic content of data in different systems. It is more important to be aware of inconsistencies in the semantics rather than to eliminate the differences, which may be difficult, especially in systems from different vendors. Semantic consistency refers to the concern for consistency at the datalevel.Oncetheinformation system components and equipment are interconnected and operational, users are able to access systems and manipulate data (create, retrieve, modify, and delete) across various op- erational environments. For this reason, the implementation of semantic integrationis essentialtopreventdataduplication, redundancy, and instability [Mische, 1998]. The qualification architecture involves defining and man- aging the test activities as shown in Figure 5. Test approaches are developed to provide the objectives, schedule, environ- ment requirements, and entry and exit criteria for the test stage. Based on these approaches tests are planned and pre- pared to identify test conditions, and test cycles, and to define the input data and expected results. It is important to establish the appropriate test environments and to ensure that they are tested prior to the execution. Test cases and sequence for test executions are derived based on the system requirements and the test approaches. 5.3. Integration Planning and Implementation Subprocess Figure 6 shows all the activities in the integration planning and implementation subprocesses. The integration require- ments and architecture are analyzed to identify the risks Figure 4. Integration architecture activities flowchart. [Color figure can be viewed in the online issue, which is available at www. interscience.wiley.com.] 280 JAIN, CHANDRASEKARAN, AND EROL Systems Engineering DOI 10.1002/sys
  • 8. associated with systems integration. The risk analysis occurs concurrently as the requirements and architectures evolve. All the factors that impact integration and testability of the system are identified. These risk factors and their mitigation activities need to be included in theintegration plan.Anintegrationplan is based on the integration specification elicited from the requirements and architecture. The integration plan includes detailed integration implementation, verification, and valida- tion activities, execution sequences, dependencies, resources, tools, executions states and modes, assessment of integration, and management of these activities. During this subprocess traceability across all integration process related activities are verified. The integration plan and all specifications are docu- mented. Configuration management of the plan and the speci- fications plays a critical part in the success of integration. Verification and validation of the integration plan is per- formed by testing the system prototype. In most of the system development efforts, the proposed system is modeled and optimized by developing prototypes of the system. These prototypes are based on the derived requirements and archi- tecture. They are used to understand the behavior of the system in its development and operational environment. This Figure 6. Integration planning and integration implementation activities flowchart. [Color figure can be viewed in the online issue, which is available at www.interscience.wiley.com.] Figure 5. Test activities. SYSTEMS INTEGRATION FRAMEWORK FOR PROCESS ANALYSIS AND IMPROVEMENT 281 Systems Engineering DOI 10.1002/sys
  • 9. helps in identifying and mitigating the risks at an early stage. Once the subsystems and components are built or acquired, the integration activities are implemented as per the integra- tion plan. Some other subactivities that will be involved in this Integration Planning and Implementation Subprocess will be: monitor status of components and subsystems at lower levels of procurement or integration, receive components and sub- systems, check conformance of components and subsystems to their specifications, prepare integration environment, de- velop integration tools and facilities, and develop integration procedures and certify integration personnel. 5.4. Integration Validation and Verification Subprocess Figure 7 shows the activities of the verification and validation (V&V) subprocess. Verification and validation of the subsys- tems and components that are built or acquired follows the qualification plan developed in the earlier phase. Verification establishes the truth of correspondence between a prod- uct/system and its specification. The activities in this V&V subprocess verify and validate if we are building the right product/system and at the same time building it right. Valida- tion is the act of ensuring that the system works as per its intended functionality and that the users are satisfied and willing to accept the system. An example is the comparison of the actual system response to an online transaction to what was originally expected, requested, and finally approved for an online transaction processing system. Validation estab- lishes the suitability of a product/system for its operational mission in a given environment based on operational or field testing. Both verification and validation activities should be traced back to the system requirements. During this subprocess the test scripts are verified and validated, test environment is developed and the tests are executed in its sequence. These activities are based on the developed qualification plan. There are two types of testing, Functional/Life Cycle Approach and Structural. In functional testing, test the functionality of the system and ensure that the user functional requirements and specifications are met. Test conditions are generated to evaluate the correctness of the application. These include unit test, assembly test, systems integration test, operational readiness test, and user test. In structural testing, we test thestructuralandphysicalcapability of the system and ensure that the system is structurally and technically sound, can perform the intended tasks, and that the components integration works cohesively. These include fatigue testing, strain and impact testing, branch and path testing, control flow testing, data flow testing,security testing, and stress/volume/scalability testing. The test results are logged and documented. The errors are fixed through rework and change control management. The SIPM process model has been primarily proposed to facilitate baselining of as-is SI processes in an organization, benchmarking them against targeted optimal levels, and reen- gineering them for better integration effectiveness as a result of controlling complexity of SI. The model would help or- ganizations identify areas of SI that are strong and others that Figure 7. Integration implementation, integration verification, and validation activities flowchart. [Color figure can be viewed in the online issue, which is available at www.interscience.wiley.com.] 282 JAIN, CHANDRASEKARAN, AND EROL Systems Engineering DOI 10.1002/sys
  • 10. require more attention. It would also highlight critical attrib- utes of SI in their specific organizational context. 6. APPLICATION OF THE SYSTEMS INTEGRATION PROCESS MODEL (SIPM ) FOR PROCESS ANALYSIS AND IMPROVEMENT This section describes our experience of applying the SIPM to analyze, evaluate, optimize, and recommend improvements to the current systems integration process and activities of a government agency (as observed and reported on nine differ- ent development projects). We will be referring to this gov- ernment agency as the “Agency” in the rest of this paper. A critical component of undertaking process analysis and redesign is to identify the gaps and redundancies and imple- ment improvements in order to make processes efficient, effective, and adaptable [Harrington, 1995]. This paper illus- trates our findings of using the SIPM as a baseline to analyze and improve the current SI process of the Agency. The next section will cover our methodology for conducting this work for the Agency. 7. RESEARCH METHODOLOGY This section provides an overview of the research methodol- ogy used for the pilot application of SIPM for SI process reengineering. The research sample was nine system devel- opment projects in the agency. The project data were provided by the Systems Engineering Leads of each of the nine projects on the scope of the SI process and related activities that were being conducted. We used the survey research method to identify and ana- lyze the Agency’s current Systems Integration process and activities. The survey includes 45 questions based on the activities of SIPM. Each question is asked to determine if the specific activity is currently performed on each of the nine projects. Respondents were asked to select one of the three given answers of “Yes”; “Not exactly but we perform similar activities”; or “No”. A free-form comments section was also provided at the end of the survey. The survey responses were consolidated, reviewed, and analyzed. The as-is analysis of the Agency’s current SI process was based on five focus areas (research questions): (1) gap analy- sis between the Agency’s current SI process and SIPM; (2) strengths and weaknesses of the Agency’s current SI process; (3) effectiveness of the integration requirements subprocess in terms of completeness, refinement, and traceability; (4) effectiveness of the Agency’s current SI process to address critical SI issues such as COTS, legacy, interoperability, con- figuration management, interface control and management, and adherence to standards and regulations; and (5) quality of the integration verification and validation. The survey results were analyzed based on these research questions. The re- search questions, survey results, and the analysis are dis- cussed in detail in the following section. 8. RESEARCH FINDINGS The survey results and their analysis not only demonstrated to us the level of effectiveness of the Agency’s current SI process but also revealed the areas which need improvement. Based on these findings, a set of recommendations was pro- vided to the Agency to improve its current SI process and activities that require attention. This section is organized by research questions and their relevant analysis and findings. The results are shown as percentage values which indicate the relative difference between the proposed SIPM and Agency’s current process and activities. This difference is calculated by assigning a weight of 2 to “Yes” answers which were given for a specific activity, aweight of 1 to “Not exactly, but we perform similar activities’ answers,” and assigning a weight of 0 to “No” answers. A weighted sum of the answers were calculated for a given a specific activity. We then iden- tified the gaps based on an assumption that if all projects reported a “Yes” for an activity then that activity will be considered as having a 0% gap or, in other words, the activity satisfies requirements of out SIPM completely (at 100%). 8.1. Gap Analysis of the Agency’s Current SI Process and SIPM Based on the survey results, we found that the overall gap between the Agency’s current SI process and the proposed SIPM is 28% (Fig. 8). This indicates that the Agency’s current SI process is not comprehensive enough (28% deficient) in scope to include all aspects of an end-to-end systems integra- tion approach. A subprocess by subprocess gap analysis re- flected that the Integration Architecture Subprocess in particular requires more reengineering. This subprocess has a 40% variance with respect to the integration architecture subprocess in SIPM. Addressing integration issues and design decisions earlier in the development lifecycle will reduce the error and fault rate and as well as rate of rework. This will in turn provide programmatic advantage in terms of cost, sched- ule and resources. [Jain et al., 2008] shows that the system architecture and requirements impact the systems integration complexity and quality of verification and validation. The integration architecture subprocess is highly dependent on the system architecture and requirements subprocesses. The tradeoff decisions critical to systemsintegration areaddressed during this subprocess of SI. To improve the effectiveness of the SI process, the Agency needs to provide more emphasis on the integration architecture activities. The gap analysis also shows that the Agency’s current SI process was relatively stronger in the Integration Implemen- tation sub-process and Integration Verification and Validation sub-process activities (variance with respect to the corre- sponding sub-process in SIPM less than 15%). This shows that the Agency’s current SI practices focus mainly on the integra- tion implementation, verification and validation. In other words, the Agency’s significant focus is on the downstream activities of systems integration. This finding resonates with our early discussion on how the current SE practices consider systems integration as the physical integration of subsystems and components and their verification and validation. How- ever, SIPM takes a different stand and suggests a comprehen- SYSTEMS INTEGRATION FRAMEWORK FOR PROCESS ANALYSIS AND IMPROVEMENT 283 Systems Engineering DOI 10.1002/sys
  • 11. sive end-to-end approach which requires emphasis on integra- tion starting from the earlier front-end sub-processes of SE lifecycle. 8.2. Strengths and Weaknesses of the Agency’s Current SI Process We analyzed the survey results in order to identify the strengths and weaknesses of the Agency’s current SI process. This was done to better understand thecurrent state of systems integration at the Agency as reported by the nine projects. Identification of the weak areas within the Agency’s current SI process helped us to focus on theareaswhich requiredmore attention and which needed to be improved in order to achieve a more effective integration process. We identified the different SI activities in the Agency and their corresponding gaps. The size of the gap is indicative of the strengths and weaknesses of the Agency’s SI process. The bigger the gap the weaker is the Agency on those SI activities and vice versa. Figure 9 shows strengths and weaknesses of the Agency’s currentSI process.TheoverallSIprocessgap of28%isshown by the horizontal line. The x-axis shows the SI process sub- processes and the y-axis shows the level of gap. The higher the vertical placement of the bubble above the 28% line, the bigger is the gap. The size of the bubbles indicates the number of activities which fall within the level of difference on the y-axis. For example, if we look at the lower left quadrant of the figure, where the x-axis shows “Integration Requirements Activities,” we see a bubble marked with “2” at the 11% level on the y-axis. This bubble indicates that currently there are 2 activities within the Integration Requirements Activities which have 11% gap from the SIPM level. Our focus in this research was to recommend improve- ments for optimizing the current state of Agency’s SI process and related activities. Understanding the Agency’s strengths helped us to develop and recommend a process model which would be suitable with its given strengths. We also identified and analyzed the deficiencies of the Agency’s SI process and pointed out the risks arising out of these deficiencies. As a result, the areas which were identified as weaknesses of Agency’s current SI process were rated as highest priority for improvement. Our approach was to develop a model for the Agency that eliminated the inefficiencies resulting from the weak areas of the Agency’s current SI process. This would help contain the risks resulting from such SI process ineffi- ciencies. 8.3. Integration Requirements Issues As discussed earlier, integration requirements subprocess is one of the most important subprocesses within SI process. It provides the front-end basis for effective systems integration. We analyzed the survey results to identify integration require- ments issues within Agency’s current SI process. We looked at two main issues within integration requirements: (i) em- phasis on different types of integration requirements and (ii) refinement of different types of requirements. We found that the Agency is relatively good in identifying stakeholders and gathering and analyzing the systems integration require- ments. Overall 78% of the requirements integration related activities are currently being conducted at the Agency. 8.3.1. Emphasis on Different Types of Requirements We analyzed the survey results to identify the level of empha- sis (or lack thereof) given to the different types of require- ments. Figure 10 shows the level of emphasis given to different types of requirements. The three areas on which the agency focuses were qualification, standards, and COTS re- quirements. Interface, integration technology, interoperability, and leg- acy requirements received the least emphasis. This was in- dicative of a substantial potential for improvement. Identification, analysis, and management of interoperability, legacy, integration technology, and interface requirements are extremely critical in defining, constraining, and facilitating systems integration. The lack of emphasis on these types of Figure 8. Gap analysis of the Agency’s current SI subprocesses. [Color figure can be viewed in the online issue, which is available at www.interscience.wiley.com.] 284 JAIN, CHANDRASEKARAN, AND EROL Systems Engineering DOI 10.1002/sys
  • 12. Figure 9. Strengths and weaknesses of the Agency’s current activities. [Color figure can be viewed in the online issue, which is available at www.interscience.wiley.com.] Figure 10. Level of emphasis on different types of requirements. [Color figure can be viewed in the online issue, which is available at www.interscience.wiley.com.] SYSTEMS INTEGRATION FRAMEWORK FOR PROCESS ANALYSIS AND IMPROVEMENT 285 Systems Engineering DOI 10.1002/sys
  • 13. requirements can lead to integration issues and jeopardize the effectiveness and efficiency of systems integration process. 8.3.2. Refinement of Originating Requirements Our SIPM goes beyond the gathering of originating integration requirements and emphasizes on their refinement as well. We found that the Agency’s current SI process included a fairly strong requirements refinement process. The deriving re- quirements process received only 4% less emphasis than the collecting originating requirements (Fig. 11). This finding might indicate that some of the requirements categories were not identified in thebeginning or not gathered from stakehold- ers. As a result they had to be derived at the later stages. Another reason for this difference might reflect that some types of originating requirements could not be collected com- pletely and therefore had to be derived at the later stages. We assume that a significant portion of this gap is contributed by the missing design-tradeoff requirements primarily related to COTS and legacy integration. 8.4. The Role of Systems Integration Issues Impacting Agency’s Current SI Process Some of the common systems integration related issues are interoperability, COTS and Legacy Integration, Interface Control and Management, Standards, Guidelines and Recom- mendations, and Configuration Management. This section discusses how effectively the Agency’s current SI process addresses these issues. Our findings are summarized in Figure 12. Recommendations on adoption of these integration issues related SIPM activities were provided to the Agency for opti- mization and reengineering. 8.4.1. Interoperability Issues Interoperability issues directly impact the success of systems integration process. The 38% variance (Fig. 12) between the Agency’s current interoperability related activities and SIPM shows a lack of focus on interoperability issues. Interoperabil- ity of a system is addressed through the interfaces, compli- ance, and design tradeoffs. SIPM proposes early identification of interoperability requirements. These requirements help in identifying the respective compliance requirements and other design constraints at an early stage of development. Interfaces are also directly impacted by these requirements. SIPM also focuses on traceability of these requirements from their origin to their implementation, verification and validation. 8.4.2. COTS and Legacy Integration Issues In today’s world, the common challenges faced when engi- neering a system are related to the integration and interoper- ability with COTS systems and existing legacy systems. The gap analysis (Fig. 12) shows that the Agency’s focus on the COTS and legacy integration issues are not adequate. Adop- tion of COTS and legacy systems are driven by the time-to- Figure 11. Gap between SIPM and As-Is Requirements Subprocess. [Color figure can be viewed in the online issue, which is available at www.interscience.wiley.com.] Figure 12. Issues impacting Agency’s current systems integration process. [Color figure can be viewed in the online issue, which is available at www.interscience.wiley.com.] 286 JAIN, CHANDRASEKARAN, AND EROL Systems Engineering DOI 10.1002/sys
  • 14. market constraints and the higher level of technology readi- ness of the COTS products. But the longevity and lack of design flexibility with COTS and legacy systems constrain the system integration. Upfront COTS and legacy integration decisions can help in identifying the appropriate interface and performing the adequateV&V.SIPM supports early COTS and legacy system integration. 8.4.3. Role of Interface Control and Management The gap analysis (Fig. 12.) shows that the Agency’s focus on interface control and management has lesser variance com- pared to other integration issues. Good interfaces enable better system integration and interoperability. The SIPM in- cludes activities which foster adaptable and scalable interface control and management. Interface control and management ensures that internal and external interfaces are properly identified, integrated, stabilized, and controlled early-on in order to prevent expensive and time-consuming fixes later. 8.4.4. Role of Standards, Recommendation, and Guidelines in the SI Process The usage of standards, recommendations and guidelines is important for SI process to ensure interoperability, to mini- mize interface issues and to streamline development efforts. According to survey results, standards, recommendations, and guidelines play an important role in the Agency’s current SI process. This reflected the regulatory nature of develop- ment that was unique to the Agency. Though the variance was only 22% (Fig. 12) between the Agency’s current state and the SIPM, we still recommended the Agency focus more on them as the consequences of not including such constraining requirements in the SI process could be severe. SIPM empha- sizes the use of standards, recommendations, and guidelines to achieve uniformity and consistency in design thereby lead- ing to simple systems integration. 8.4.5. Role of Configuration Management in SI Process Configuration Management (CM) is another important aspect of SIPM. The gap analysis (Fig. 12) shows a 26% variance between the Agency’s configuration management and the corresponding SIPM activities. SIPM includes activities for managing the configuration of requirements, specification, and test results. Weak configuration management activities make it difficult to control and manage not just the systems integration process but also the other development subproc- esses. The variance in configuration management is a result of the divulged focus on configuration due to very high focus on documentation in the Agency’s development environment. The Agency was recommended to provide more focus on change controls and thereby improve its configuration man- agement. 8.5. Quality of Integration Verification and Validation The quality of integration verification and validation (V&V) directly impacts the overall outcome of SI Process. In the SIPM the prerequisites of the integration verification and validation subprocess are addressed in the upstream activities of SI process. These upstream activities provide the required arti- facts and requirements for an upfront and effective planning of the V&V sub-process. Ten such supporting activities of V&V from other subprocesses of SIPM were identified: (i) Integration Requirements Subprocess: (Derive Qualification Requirements, Derive Test Cases); (ii) Integration Architec- ture Subprocess: (Develop Semantics for Integration, De- velop Semantic Specification, Develop Qualification Architecture, Develop Test Sequence, Develop Test Environ- ments Specifications, Test Architecture); and (iii) Integration Planning Subprocess: (Develop System Prototype, Test Sys- tem Prototype). These 10 activities along with the five V&V activities aid in achieving better quality of integration verifi- cation and validation. Figure 13showstheminimum,maximum,andaveragegap values for these activities between our SIPM stipulations and those that were reported by the Agency’s projects for each of these activities. This analysis shows us that the downstream activities that result in better quality of V&V are provided more emphasis than the upstream activities. The average gap values were less than 15% in the Integration Planning and Integration Verification and Validation subprocesses. This analysis also shows that more importance needs to be given to the Integration Architecture subprocess (higher average gap value of 45%) and thereby improve the quality of V&V. 9. CONCLUSIONS AND FUTURE WORK The Systems Integration Process Model (SIPM) is developed and applied to analyze one organization’s current Systems Figure 13. Activities impacting quality of systems integration verification and validation. [Color figure can be viewed in the online issue, which is available at www.interscience.wiley.com.] SYSTEMS INTEGRATION FRAMEWORK FOR PROCESS ANALYSIS AND IMPROVEMENT 287 Systems Engineering DOI 10.1002/sys
  • 15. Integration process and activities, and recommend improve- ments. Most available standards, maturity models, and meth- odologies address systems integration issues partially and do not take a holistic end-to-end approach to systems integration. Due to the emerging challenges, the need for a holistic ap- proach to systems integration has become critical. Our Sys- tems Integration Process Model is developed as a result of extensive research in the field and intends to provide a com- prehensive approach to systems integration. The application of our SIPM to evaluate, analyze, and optimize one organiza- tion’s current systems integration process and activities pro- vided us an opportunity to implement and test our Model. The Model is in its early phases of being piloted. There are at least two doctoral-level researchers who are working on further testing and refining it. Our hope is that in the future applica- tions we will be able to define metrics related to each of the 45 SI activities. Our future work will focus on defining different levels of SI process maturity based on the metrics for each of the SI activities. The maturity level of the SI process will indicate the likelihood for success or failure of the product or project. REFERENCES C. Beise, A model of the is/organizational interface and users’ perceptions of is effectiveness, Computr Personnel 15(2) (1994), 10–24. A. Bianchi, D. Caivano, V. Marengo, and G. Visaggio, Iterative reengineering of legacy systems, IEEE Trans Softw Eng 29(3) (2003), 225–241. D. Buede, The engineering design of systems, Wiley, New York, 2000. P.G. Carlock and R.E. Fenton, System of Systems (SoS) enterprise systems engineering for information-intensive organizations, Syst Eng 4 (2001), 242–261. J.O. Grady, Systems integration, CRC Press, Boca Raton, FL, 1994. H.J. Harrington, The new model for improvement: Total improve- ment management, Bus Process Re-Eng Management J 1(1) (1995), 31. ISO/IEC, 15288:2002, Systems engineering—system life cycle processes, International Organization for Standardization/Inter- national Electrotechnical Commission, Geneva, 2002. R. Jain, Systems integration course notes, Stevens Institute of Tech- nology, Hoboken, NJ, 2007. R.Jain,A.Chandrasekaran,andO.Erol,Aframeworkforend-to-end approach to systems integration, Int J Indust Syst Eng 4(6) (2009), to appear. R. Jain, A. Chandrasekaran, G. Elias, and R. Cloutier, Exploring the impact of systems architecture and systems requirements on systems integration complexity, IEEE Syst J (June 2008), 209– 223. D. Konstantas, Migration of legacy applications to a corba platform: A case study, Proc IFIP/IEEE Int Conf Distributed Platforms: Client/Server and Beyond: DCE, CORBA, ODP and Adv Dis- tributed Appl, 1996, pp. 100–112. K. Kosanke, F. Vernadat, and M. Zelm, CIMOSA: Enterprise engi- neering and integration,Computers in Industry 40 (1999), 83–97. S. McConnell, Software quality at top speed, Software Dev 4(8) (1996), 38–42. M.A. Mische, “Defining systems integration,” Reengineering: Sys- tems integration success, M. A. Mische (Editor), CRC Press, Boca Raton, FL, 1998. OSD, Commercial item acquisition: Considerations and lessons learned, Office of the Secretary of Defense, Washington, DC, 2002. T.U. Pimmler and S.D. Eppinger, Integration analysis of product decompositions, ASME Conf Des Theory Methodol, 1994, pp. 343–351. W.B. Rouse, Enterprises as systems: essential challenges and ap- proaches to transformation, Syst Eng 8 (2005), 138–150. SEI, Evolutionary process for integrating cots-based systems: A overview, Carnegie Mellon, Software Engineering Institute, Pittsburgh, 2002. E. Trauth and E. Cole, The organization interface: A method for supporting end users of packaged software, MIS Quart 16(1) (1992), 35–53. Rashmi Jain is an Associate Professor of Systems Engineering at Stevens Institute of Technology. Dr. Jain has over 15 years ofexperienceofworkingonInformationTechnology(IT) systems.PriortojoiningStevensshewaswithAccenture (formerly known as Andersen Consulting). Over the course of her career she has been involved in leading the implementation of large and complex systems engineering and integration projects. She has given invited lectures internationally at Keio University, and Shibaura Institute of Technology, Japan, Overseas Chinese Institute of Technol- ogy (OCIT), Taiwan, Indian Institute of Technology—Delhi etc. She is a visiting professor for System Architecture and Integration at Keio University. Her teaching and research interests include systems integration, systems architecture and design, business process reengineering, and rapid systems engineering. Dr. Jain has authored several papers on these topics. She holds Ph.D. and M.S. degrees in Technology Management from Stevens Institute of Technology. 288 JAIN, CHANDRASEKARAN, AND EROL Systems Engineering DOI 10.1002/sys
  • 16. Anithashree Chandrasekaran is a Doctoral Candidate in the School of Systems and Enterprises at Stevens Institute of Technology. She is also working asatechnologyrisk manager.Her research interests includes rapid systems development and its processes,developmentprocessreengineering,risk managementand modeling,system integration, system design and architecture. She is currently working on developing a dynamic risk assessment model for rapid system development process. She obtained her B.E. in Electrical and Electronics Engineering from P.S.G. College of Technology, India. She obtained her M.S. in Systems Engineering from Stevens Institute of Technology. She served as president and also as a founding member of the Stevens INCOSE student chapter. Ozgur Erol is a Ph.D. student in Systems Engineering and Engineering Management at Stevens Institute of Technology. Her research interests include systems integration process evaluation, management, and improvement. She received her bachelors and masters degrees in Industrial Engineering from Istanbul Technical University, Turkey and her MBA degree from Saint Joseph’s University, Philadelphia, PA. She has worked in several information technology and organizational reengineering projects prior to joining the Ph.D. program at Stevens. SYSTEMS INTEGRATION FRAMEWORK FOR PROCESS ANALYSIS AND IMPROVEMENT 289 Systems Engineering DOI 10.1002/sys