Presentation Main Points: A- The Role of OT & IoT Systems in Digital Business Transformation 1- What is digital business 2- Digital business platform reference architecture 3- How to use the enterprise architecture to plan and implement digital business transformation 4- Use case: transportation industry digital business platform B- How to Integrate Big Data Analytics with IoT and OT Systems 1- Basic definitions related to big data analytics 2- Essentials of big data strategy 3- Use cases of integrating big data analytics with IoT and OT systems (in transportation and petroleum industries) 4- Big data platform integration options and their cost benefit trade-offs

1. Integration of Big Data Analytics with IoT & OT Systems to Turn
Insights into Strategic Business Decisions
By: Alaa Mahjoub
Integration of Big Data Analytics with IoT and
OT Systems to Turn Insights into Strategic &
Operational Business Decisions
By: Alaa Mahjoub
Data Management Senior Expert
e-mail: ahmam1@emirates.net.ae
LinkedIn: https://ae.linkedin.com/in/Alaa-Mahjoub

2. Integration of Big Data Analytics with IoT & OT Systems to Turn
Insights into Strategic Business Decisions
By: Alaa Mahjoub
Part II
How to Integrate Big Data Analytics with IoT
and OT Systems to Turn Insights into
Strategic and Operational Business
Decisions
Part I
The Role of OT & IoT in Digital Business
Transformation
PRESENTATION AGENDA

3. Integration of Big Data Analytics with IoT & OT Systems to Turn
Insights into Strategic Business Decisions
By: Alaa Mahjoub
PART I: OT & IOT PLATFORMS AS ESSENTIAL PARTS OF
MODERN ENTERPRISE DIGITAL BUSINESS PLATFORM
 What is Digital Business
 Architecture of digital business platform
 How to use the enterprise architecture to plan
and implement digital business transformation
 Use case: transportation industry digital
business platform

4. Integration of Big Data Analytics with IoT & OT Systems to Turn
Insights into Strategic Business Decisions
By: Alaa Mahjoub
PART II: INTEGRATION OF BIG DATA ANALYTICS WITH IoT AND OT
Systems TO TURN INSIGHTS INTO STRATEGIC AND OPERATIONAL
BUSINESS DECISIONS
 Basic definitions related to big data analytics
 Essentials of big data strategy
 Use cases of integrating big data analytics with
IoT and OT Systems
 Big data platform integration options and their cost
benefit trade-offs

5. Integration of Big Data Analytics with IoT & OT Systems to Turn
Insights into Strategic Business Decisions
By: Alaa Mahjoub
Part I
IACS & IoT Platforms as Parts of
Modern Enterprise Digital Business Platform

6. Integration of Big Data Analytics with IoT & OT Systems to Turn
Insights into Strategic Business Decisions
By: Alaa Mahjoub
PART I AGENDA
 What is Digital Business
 Architecture of digital business platform
 How to use the enterprise architecture to plan
and implement digital business
 Use case: transportation industry digital
business platform

7. Integration of Big Data Analytics with IoT & OT Systems to Turn
Insights into Strategic Business Decisions
By: Alaa Mahjoub
DIGITAL BUSINESS
Digital business is …
… the creation of new business designs by blurring the digital and physical
worlds due to the convergence of people, business and things
Things
BusinessPeople

8. Integration of Big Data Analytics with IoT & OT Systems to Turn
Insights into Strategic Business Decisions
By: Alaa Mahjoub
People
Social Network
Calendar
Location
Online Transportation Request
Places
No. of People Here
No. of People Visited
Wait Time
Reservation Service
Information
Bus Schedule
Expected Disruptions
DIGITAL BUSINESS CONNECTS PEOPLE, PLACES, THINGS AND INFORMATION
Things
Time to Green
No. of Cars: No Stop
No. of Cars: Stopped
Taxi Location
Speed
Online Request
Location
Diagnostics
Digital business delivers value by …
… rethinking, reinventing, reimagining and transforming current business models
to leverage social, mobile, information and cloud, as well as the Internet of Things

9. Integration of Big Data Analytics with IoT & OT Systems to Turn
Insights into Strategic Business Decisions
By: Alaa Mahjoub
LEVERAGING THE INFORMATION COLLECTED FROM THE MANY SOURCES
EXAMPLE : LONDON TUBE HEARTBEAT (BY HERE)
HTTPS://COMPANY.HERE.COM/HERE/
Click here to access the web site

10. Integration of Big Data Analytics with IoT & OT Systems to Turn
Insights into Strategic Business Decisions
By: Alaa Mahjoub
 What is Digital Business
 Architecture of digital business platform
 How to use the enterprise architecture to plan
and implement digital business
 Use cases: transportation industry digital
business platform
PART I AGENDA

11. Integration of Big Data Analytics with IoT & OT Systems to Turn
Insights into Strategic Business Decisions
By: Alaa Mahjoub
EmployeesCustomers
Things
Ecosystems
Platform
IoT
Platform
Data &
Analytics
Platform
Information
Systems
Platform
Partners
ARCHITECTURE OF TRANSPORTATION DIGITAL BUSINESS PLATFORM
Renovate (Mode 1 IT Style) Explore (Mode 2 IT Style)
Customer
Experience
Platform
Runs the core business applications,
back office applications, infrastructure
applications, endpoint device
applications and operational
technology applications
IT
Run the customers and citizens
facing applications such as
customer portals, B2C and B2B
Connects physical assets (Things)
such as Busses, Taxis and Traffic
Signals for monitoring, optimization,
control and monetization
Supports the creation of, and connection to, external
ecosystems, marketplaces and communities relevant to the
transportation agency business such as government
agencies, smart cities, credit card networks, police,
ambulance, etc.
Contains the Data
Management and
Analytics tools and
applications

12. Integration of Big Data Analytics with IoT & OT Systems to Turn
Insights into Strategic Business Decisions
By: Alaa Mahjoub
THE INTEGRATED ARCHITECTURE MODEL FROM CYBER SECURITY VIEW POINT
BASED ON THE PURDUE MODEL FOR CONTROL HIERARCHY
INCORPORATED INTO THE ISA99/IEC 62443 SECURITY STANDARD
VPN Web FTP/SFTP Email Gateway
CMMS Planning Email Printing DNS/DHCP…
Shared Historian FTP/SFTP
Remote Access Server
Patch/AV Servers
Shared Application Servers
Plant Historian Production Scheduling
DNS/DHCP/LDAP/… Engineering Workstations
File Ser.
ERP ECM Business Applications
Control Room
Workstations
Human Machine
Interface
Alarms
Systems
PLC DCS RTU
Sensors Actuators Valves
Safety Subsystems (SIS)

13. Integration of Big Data Analytics with IoT & OT Systems to Turn
Insights into Strategic Business Decisions
By: Alaa Mahjoub
EmployeesCustomers
Things
Ecosystems
Platform
IoT
Platforms
Data &
Analytics
Platform
Information
Systems
Partners
Customer
Experience
Platform
Integration with Digital Business Technology Platform
Reference Architecture (Revisited)
OT

14. Integration of Big Data Analytics with IoT & OT Systems to Turn
Insights into Strategic Business Decisions
By: Alaa Mahjoub
EmployeesCustomers
Things
Ecosystems
Platform
IoT
Platforms
Data &
Analytics
Platform
Information
Systems
Partners
Customer
Experience
Platform
Integration with Digital Business Technology Platform
Reference Architecture (Revisited)
OT

15. Integration of Big Data Analytics with IoT & OT Systems to Turn
Insights into Strategic Business Decisions
By: Alaa Mahjoub
IOT PLATFORM ARCHITECTURAL BUILDING BLOCKS
Partner Owned
Things
Gateways
Agents
Customer Owned
Things
Gateways
Agents
Gateways
Agents
Gateways
Agents
AggregatedDeviceManagement
IntegrationMiddleware
BI and Analytics
Data
Orchestration
To other Digital Business Platforms
CommunicationEnterprise Owned
Things

16. Integration of Big Data Analytics with IoT & OT Systems to Turn
Insights into Strategic Business Decisions
By: Alaa Mahjoub
DATA AND ANALYTICS PLATFORM
Data Virtualization
Analytics Applications
Business
Intelligence
Data
Warehouse,
ODS, DM
RT Operational
Intelligence
Big Data Analytics
Big Data
ETL
CEP
MDM
MEM
DQ
ILM
Data
Taxonomy
Auto
Classification
Data
Modelling
Enterprise
Content
Management
Analytics Platform(s)
Data and Analytics Platform

17. Integration of Big Data Analytics with IoT & OT Systems to Turn
Insights into Strategic Business Decisions
By: Alaa Mahjoub
 What is Digital Business
 Architecture of digital business platform
 How to use the enterprise architecture to plan
and implement digital business
 Use cases: transportation industry digital
business platform
PART I AGENDA

18. Integration of Big Data Analytics with IoT & OT Systems to Turn
Insights into Strategic Business Decisions
By: Alaa Mahjoub
Enterprise Architecture is the process of translating business vision
and strategy into effective enterprise change by creating,
communicating and improving the key requirements, principles and
models that describe the enterprise's future state and enable its
evolution
LEVERAGE ENTERPRISE ARCHITECTURE PRACTICE
Uses and produces
Is supported by
Run on
Enterprise Architecture Domains
Technology Architecture Layer
Information Architecture Layer
Business Architecture Layer
Application Architecture Layer
Start from Business
Architecture:
Strategy Maps
Capability Models
Process Models

19. Integration of Big Data Analytics with IoT & OT Systems to Turn
Insights into Strategic Business Decisions
By: Alaa Mahjoub
EXAMPLE: TRANSPORTATION AGENCY BUSINESS CAPABILITY MODEL WITH
NEW DIGITAL BUSINESS CAPABILITIES
Regulate Operate Business Administration
Manage Demand Develop Projects
Manage Assets Manage Operation Manage
Maintenance
Manage Customers
& Market
Digital Business
Create new Business
Models
Analyse Customers
& Partners
Manage Ecosystem
Players
Manage Contextual
Information
Design & Implement
Digital Services

20. Integration of Big Data Analytics with IoT & OT Systems to Turn
Insights into Strategic Business Decisions
By: Alaa Mahjoub
Digital Business
Create new Business
Models
Analyse Customers &
Partners
Manage Ecosystem
Players
Manage Contextual
Information
Design & Implement
Digital Services
- Persona Development
- Segmentation
- Customer Journey MappingCombine capital assets, partnerships and
resources to generate new ways of
competing
To connect the individual "nodes" in the
ecosystem and support ecosystem
decisions
Understand the customer needs, and
the possibilities of the ecosystem, to
create useful digital services
⁻ Other Transportation Agencies
⁻ Police
⁻ Ambulance
⁻ Smart City
⁻ E-government
⁻ Insurance Companies
⁻ Credit Card Networks
⁻ Vendors
⁻ Clouded Service Providers
⁻ Telecom and Internet Service
Providers
PARTNERING WITH ECOSYSTEM PLAYERS
EXAMPLE OF NEW DIGITAL BUSINESS CAPABILITIES

21. Integration of Big Data Analytics with IoT & OT Systems to Turn
Insights into Strategic Business Decisions
By: Alaa Mahjoub
OT AND IOT PLATFORMA AS CORE BUILDING BLOCKS FOR
ENTERPRISE DIGITAL BUSINESS TRANSFORMATION
Technology
Architecture
Information
Architecture
Business
Architecture
Application
Architecture
The new digital business services differ …
… from the traditional e-business and digital marketing services
because of the specific integration of "things“
IoT Platform
Operational
Technology
Things
OT Platform
Consumer
Things
Operational technology Things refer to enterprise assets, such as manufacturing
equipment, jet turbines and office buildings.
Consumer-oriented Things include smart cars, household appliances and
wearable devices.

22. Integration of Big Data Analytics with IoT & OT Systems to Turn
Insights into Strategic Business Decisions
By: Alaa Mahjoub
 What is Digital Business
 How to use the enterprise architecture to plan
and implement digital business
 Architecture of digital business platform
 Use cases: transportation industry digital
business platform
PART I AGENDA

23. Integration of Big Data Analytics with IoT & OT Systems to Turn
Insights into Strategic Business Decisions
By: Alaa Mahjoub
Build Rail
Network
1
TRANSPORTATION DIGITAL BUSINESS PLARFORM USE CASE ILLSTRATIVE EXAMPLE
CONNECTED METRORAIL
Connect IoT
Endpoints
4
Install IoT
Endpoints
(e.g., Turnstiles)
2
Customer
s
Connect
Customer
5
Connect
Ecosystems
6
Install
Digital
Business
Platform
Ecosystems
Platform
IoT Platform
Customer
Experience
Platform
Data &
Analytics
Platform
Information
Systems
Platform
3

24. Integration of Big Data Analytics with IoT & OT Systems to Turn
Insights into Strategic Business Decisions
By: Alaa Mahjoub
USE CASE ILLUSTRATIVE EXAMPLE
COORDINATION OF MULTI-MODAL TRANSPORTATION NETWORK
Coordination of Multi-modal Transportation Network
Integrate with Door to Door Travel as a Service

25. Integration of Big Data Analytics with IoT & OT Systems to Turn
Insights into Strategic Business Decisions
By: Alaa Mahjoub
Part II
How to Integrate Big Data Analytics with IoT and OT
Systems to Turn Insights into Strategic and
Operational Business Decisions

26. Integration of Big Data Analytics with IoT & OT Systems to Turn
Insights into Strategic Business Decisions
By: Alaa Mahjoub
PART II AGENDA
 Basic definitions related to big data analytics
 Essentials of big data strategy
 Use cases of integrating big data analytics with IoT
and IACS
 Big data platform integration options and their cost
benefit trade-offs

27. Integration of Big Data Analytics with IoT & OT Systems to Turn
Insights into Strategic Business Decisions
By: Alaa Mahjoub
BUSINESS INTELLEGENCE
An umbrella term that spans the people, processes and
applications/tools to organize information, enable access to it
and analyze it to improve decisions and manage performance
People ToolsProcess
Performance
Information

28. Integration of Big Data Analytics with IoT & OT Systems to Turn
Insights into Strategic Business Decisions
By: Alaa Mahjoub
REAL-TIME OPERATIONAL INTELLIGENCE
A real-time dynamic business analytics that delivers visibility
and insight into data, streaming events and business operations
Orient Decide ActObserve
OODA Loop

29. Integration of Big Data Analytics with IoT & OT Systems to Turn
Insights into Strategic Business Decisions
By: Alaa Mahjoub
BIG DATA
High volume, velocity and/or variety information assets that
demand cost-effective, innovative forms of information
processing that enable enhanced insight, decision making, and
process automation
VarityVelocity
Volume
BIG DATA

30. Integration of Big Data Analytics with IoT & OT Systems to Turn
Insights into Strategic Business Decisions
By: Alaa Mahjoub
Is a specific form of analytics: a collection of related analytics
techniques and tools, usually including predictive analytics, data
mining, statistical analysis, and complex SQL.
Analytics
Advanced
Analytics
ADVANCED ANALYTICS

31. Integration of Big Data Analytics with IoT & OT Systems to Turn
Insights into Strategic Business Decisions
By: Alaa Mahjoub
BIG DATA ANALYTICS
Big data analytics = advanced analytics + big data sets
Big Data Advanced
Analytics
Big Data Analytics

32. Integration of Big Data Analytics with IoT & OT Systems to Turn
Insights into Strategic Business Decisions
By: Alaa Mahjoub
ANALYTIC ASCENDENCY MODEL

33. Integration of Big Data Analytics with IoT & OT Systems to Turn
Insights into Strategic Business Decisions
By: Alaa Mahjoub
 Basic definitions related to big data analytics
 Essentials of big data strategy
 Use cases of integrating big data analytics with IoT
and IACS
 Big data platform integration options and their cost
benefit trade-offs
PART II AGENDA

34. Integration of Big Data Analytics with IoT & OT Systems to Turn
Insights into Strategic Business Decisions
By: Alaa Mahjoub
ESSENTIALS OF BIG DATA ENTERPRISE BUSINESS STRATEGY
AND IT STRATEGY
- Identifying potentially valuable
data sources
- Generating ideas for big data
Essentials of Big data Strategy
IT RelatedBusiness Related
- Ensuring infrastructure adequacy
- Expanding analytical capabilities

35. Integration of Big Data Analytics with IoT & OT Systems to Turn
Insights into Strategic Business Decisions
By: Alaa Mahjoub
 Basic definitions related to big data analytics
 Essentials of big data strategy
 Use cases of integrating big data analytics with IoT
and IACS
 Big data platform integration options and their cost
benefit trade-offs
PART II AGENDA

36. Integration of Big Data Analytics with IoT & OT Systems to Turn
Insights into Strategic Business Decisions
By: Alaa Mahjoub
INTEGRATION OF BIG DATA ANALYTICS WITH IoT SYSTEMS
USE CASE: TRANSPORT FOR LONDON
- TfL is a Local Government Body
- Responsible for the transport
system in London including:
• Underground
• Over ground
• Rail
• Trams
• Buses
• Taxis
• Cycling
• River services

37. Integration of Big Data Analytics with IoT & OT Systems to Turn
Insights into Strategic Business Decisions
By: Alaa Mahjoub
USE CASE – TRANSPORT FOR LONDON
30 Million journeys/day
19 Million e-card ticketing
system taps/day
14,000 sensors
780 Million events/day
Source: Strata + Hadoop World Conference March 2017

38. Integration of Big Data Analytics with IoT & OT Systems to Turn
Insights into Strategic Business Decisions
By: Alaa Mahjoub
BUSINESS CHALLENGE
Understanding customers’
behaviours and their transport
needs
Planning and providing good
transportation services and
value for money for passengers
Providing information to
customer

39. Integration of Big Data Analytics with IoT & OT Systems to Turn
Insights into Strategic Business Decisions
By: Alaa Mahjoub
MARKET TRENDS
Innovation
Disrupt or be
disrupted
Source: Bus Priority: The London Perspective
http://www.greenerjourneys.com/blog/bus-priority-the-london-perspective/

40. Integration of Big Data Analytics with IoT & OT Systems to Turn
Insights into Strategic Business Decisions
By: Alaa Mahjoub
- Identifying potentially valuable
data sources
- Generating big ideas for big data
- Ensuring infrastructure adequacy
- Expanding analytical capabilities
BIG DATA STRATEGY
IT Related
Essentials of Big data Strategy
Business Related

41. Integration of Big Data Analytics with IoT & OT Systems to Turn
Insights into Strategic Business Decisions
By: Alaa Mahjoub
BIG DATA STRATEGY
Identifying valuable data sources:
Oyster smartcard tickets Contactless payment cards
The Oyster and contactless ticketing systems generate
19 million taps each day that can be used for analysis
Oyster and contactless payment cards

42. Integration of Big Data Analytics with IoT & OT Systems to Turn
Insights into Strategic Business Decisions
By: Alaa Mahjoub
BIG DATA STRATEGY
Identifying valuable data sources: Oyster smartcard tickets

43. Integration of Big Data Analytics with IoT & OT Systems to Turn
Insights into Strategic Business Decisions
By: Alaa Mahjoub
BIG DATA STRATEGY
Contactless payment cardsIdentifying valuable data sources:

44. Integration of Big Data Analytics with IoT & OT Systems to Turn
Insights into Strategic Business Decisions
By: Alaa Mahjoub
BIG DATA STRATEGY
Identifying valuable data sources:
Traffic Counters
Traffic Signals
Smart Parking
Loop Sensors & Red
Light Cameras
Moving vehicles/
Bus Stop Sensors
Social Media
Underground Stations
Cycle hire Bikes Emirates Airlines
Sensors and social media

45. Integration of Big Data Analytics with IoT & OT Systems to Turn
Insights into Strategic Business Decisions
By: Alaa Mahjoub
Emirates Airlines Cable Car
BIG DATA STRATEGY

46. Integration of Big Data Analytics with IoT & OT Systems to Turn
Insights into Strategic Business Decisions
By: Alaa Mahjoub
- Identifying potentially valuable
data sources
- Generating big ideas for big data
- Ensuring infrastructure adequacy
- Expanding analytical capabilities
BIG DATA STRATEGY
IT Related
Essentials of Big data Strategy
Business Related

47. Integration of Big Data Analytics with IoT & OT Systems to Turn
Insights into Strategic Business Decisions
By: Alaa Mahjoub
Generating big ideas for big data:
BIG DATA STRATEGY

48. Integration of Big Data Analytics with IoT & OT Systems to Turn
Insights into Strategic Business Decisions
By: Alaa Mahjoub
Generating big ideas for big data:
BIG DATA STRATEGY
Providing Information to Customers
Source: https://tfl.gov.uk/

49. Integration of Big Data Analytics with IoT & OT Systems to Turn
Insights into Strategic Business Decisions
By: Alaa Mahjoub
Transport for London Journey Planning web site

50. Integration of Big Data Analytics with IoT & OT Systems to Turn
Insights into Strategic Business Decisions
By: Alaa Mahjoub
Generating big ideas for big data:
BIG DATA STRATEGY
Real-time Traffic Control Sensors’ data
Source: Strata + Hadoop World Conference March 2017

51. Integration of Big Data Analytics with IoT & OT Systems to Turn
Insights into Strategic Business Decisions
By: Alaa Mahjoub
Predicting Congestion
Generating big ideas for big data:
BIG DATA STRATEGY
Source: Strata + Hadoop World Conference March 2017

52. Integration of Big Data Analytics with IoT & OT Systems to Turn
Insights into Strategic Business Decisions
By: Alaa Mahjoub
Other big ideas for big data:
BIG DATA STRATEGY
Managing Disrupted Schedules
Offering Personalized News & Travel Updates
Displaying Common Travel Mapping Inferring where someone exited a bus

53. Integration of Big Data Analytics with IoT & OT Systems to Turn
Insights into Strategic Business Decisions
By: Alaa Mahjoub
Generating big ideas for big data:
BIG DATA STRATEGY
Managing Disrupted Schedules

54. Integration of Big Data Analytics with IoT & OT Systems to Turn
Insights into Strategic Business Decisions
By: Alaa Mahjoub
Generating big ideas for big data:
BIG DATA STRATEGY
Offering Personalized News & Travel Updates

55. Integration of Big Data Analytics with IoT & OT Systems to Turn
Insights into Strategic Business Decisions
By: Alaa Mahjoub
Generating big ideas for big data:
BIG DATA STRATEGY
Displaying Common Travel
Mapping

56. Integration of Big Data Analytics with IoT & OT Systems to Turn
Insights into Strategic Business Decisions
By: Alaa Mahjoub
Generating big ideas for big data:
BIG DATA STRATEGY
Inferring where someone exited a bus

57. Integration of Big Data Analytics with IoT & OT Systems to Turn
Insights into Strategic Business Decisions
By: Alaa Mahjoub
MAIN TECHNICAL ARCHITECTURE CAPABILITIES
Things
Integration
Data & Analytics Platform
Amazon S3 (Simple Storage Service)
SQL and No SQL
SOA Platform ‒ WSO2
Data Warehouse - Oracle RDBMS
Resizable compute capacity in the cloud
Spatial - ESRI
Commodity Cloud
Configured Platform Services
Amazon & Google Cloud Offerings

58. Integration of Big Data Analytics with IoT & OT Systems to Turn
Insights into Strategic Business Decisions
By: Alaa Mahjoub
Ecosystems
Platform
IoT Platform
Data &
Analytics
Platform
Information
Systems
Platform
Customer
Experience
Platform
TRANSPORTATION AGENCY CAN USE THE DIGITAL BIASNESS
PLATFORM REFERENCE ARCHITECTURE TO SUPPORT SIMILAR
BUSINESS DEMANDS

59. Integration of Big Data Analytics with IoT & OT Systems to Turn
Insights into Strategic Business Decisions
By: Alaa Mahjoub
 Basic definitions related to big data analytics
 Essentials of big data strategy
 Use cases of integrating big data analytics with IoT
and OT Systems
 Big data platform integration options and their cost
benefit trade-offs
PART II AGENDA

60. Integration of Big Data Analytics with IoT & OT Systems to Turn
Insights into Strategic Business Decisions
By: Alaa Mahjoub
WITSML
Servers
PRODML
Servers
OPC Servers
Real-time
Production
Data
Real-time
Drilling data
WITSML
Servers
(Drilling)
OPC Servers
(production)
WITSML
Data
Sources
PRODML
Data
Sources
Field’s
Data
Acquisition
Equipment
SCADA
/DCS
Platforms
PRODML
Servers
(e.g. DTS)
Other OPC
Real-time Data
Fields HeadquarterWide Area
Network
Data Virtualization
Analytics Applications
Business
Intelligence
Data
Warehouse,
ODS, DM
RT Operational
Intelligence
Big Data
Analytics
Big Data
ETL
ESP
MDM
MEM
DQ
ILM
Data
Taxonomy
Auto
Classification
Data
Modelling
Enterprise
Content
Management
Analytics Platform(s)
Data and Analytics Platform
Alerts / Dashboards
INTEGRATION OF BIG DATA ANALYTICS WITH OT SYSTEMS
(USE CASE 2: REAL-TIME DATA STREAM PROCESSING IN INTELLIGENT OILFIELD)

61. Integration of Big Data Analytics with IoT & OT Systems to Turn
Insights into Strategic Business Decisions
By: Alaa Mahjoub
STEP A: REAL-TIME CLEANSING OF IACS (SCADA) DATA
The objective is …
... to filter (in real-time) out bad events generated due to instrumentation
or interface errors, to avoid misleading results and inappropriate
decisions
Out of range values Frozen values
Real-time Data Cleansing
Sensors
Data
High
Quality
Data
Reverse Meter Polarity

62. Integration of Big Data Analytics with IoT & OT Systems to Turn
Insights into Strategic Business Decisions
By: Alaa Mahjoub
High Quality Well Data
- Well ID
- Timestamp
- Oil, Gas, Water Rates
- Choke Position
- Wellhead Pressure
Data
Mapping
STEP B: ANALYSIS OF IACS (SCADA) DATA
Statistical Analysis:
- Summation
- Averaging
- standard division
- Etc.
Pattern Recognition:
E.g. bottom-hole
pressure build-up and
drawdown during
- Shut-in period
- Transit state
- Choke position
change
High Quality Sensors Data
- Sensor ID
- Timestamp
- Measurement Value

63. Integration of Big Data Analytics with IoT & OT Systems to Turn
Insights into Strategic Business Decisions
By: Alaa Mahjoub
 Basic definitions related to big data analytics
 Essentials of big data strategy
 Use cases of integrating big data analytics with IoT
and OT Systems
 Big data platform integration options and their cost
benefit trade-offs
PART II AGENDA

64. Integration of Big Data Analytics with IoT & OT Systems to Turn
Insights into Strategic Business Decisions
By: Alaa Mahjoub
BIG DATA PLATFORM INTEGRATION COST BENEFIT TRADEOFFS
Deployment Mode Public
Cloud
Private
Cloud
Hybrid
Cloud
Community
Cloud
In
Premises
Cost
Availability
24/7 technical expertise
On demand scalability
Easy and inexpensive
setup
Data security
Privacy

65. Integration of Big Data Analytics with IoT & OT Systems to Turn
Insights into Strategic Business Decisions
By: Alaa Mahjoub
e-mail: ahmam1@emirates.net.ae
LinkedIn: https://ae.linkedin.com/in/Alaa-Mahjoub
THANK You
Alaa Mahjoub is a data management senior expert with
decades of insightful experience in Transportation, Oil & Gas,
Utility and Defense.
Participated as a leading contributor to the Enterprise
Information Management (EIM), Enterprise Architecture (EA)
and Industrial Automation & Control Systems (IACS) Programs
in, ADCO, TRANSCO and DoT.
Led the transformation of the control and information systems’
architecture during the restructuring of the water & electricity
sector in the Emirate of Abu Dhabi.
He is a holder of B.Sc. and M.Sc. in Computer Engineering
and has numerous research publications in credit in Digital
Energy, Transportation and Data Management.