The document discusses different database models:
- The relational model was proposed by E.F. Codd and organizes data into tables with rows and columns. Popular relational DBMS include Oracle, SQL Server, and Access.
- The hierarchical model uses a tree structure where each item has a single predecessor and subordinates. It is natural for applications with parent-child relationships.
- The network model is a generalization of the hierarchical model, allowing many-to-many relationships through multiple parent segments connected through graphs.
- Other models discussed include the AI frame model which uses slots to flexibly arrange related information similarly to object-oriented representations.
These slides cover basic introduction to Relational Algebra which is a part of Relational Database Management System(RDBMS). The content includes basic RA symbols, operations with visualization.
XML: Introduction- Revolutions of XML-XML Basics
Defining XML Documents: DTD-XML Schema-Namespaces
XFiles: XLink – XPointer - XPath
XSL Technologies: XML with XSL (XSLT)– XSL-FO
Parsing XML using DOM - SAX - Integrating XML with database
Formatting XML on the web.
These slides cover basic introduction to Relational Algebra which is a part of Relational Database Management System(RDBMS). The content includes basic RA symbols, operations with visualization.
XML: Introduction- Revolutions of XML-XML Basics
Defining XML Documents: DTD-XML Schema-Namespaces
XFiles: XLink – XPointer - XPath
XSL Technologies: XML with XSL (XSLT)– XSL-FO
Parsing XML using DOM - SAX - Integrating XML with database
Formatting XML on the web.
Learn what the Open Systems Interconnection (OSI) reference model is and how its seven layers of functions provide vendors and developers with a common language for discussing how messages should be transmitted between any two points in a telecommunication network.
: Instead of serving as protocol, the OSI model has become a teaching tool that shows how different tasks within a network should be handled in order to promote error-free data transmission.
An Introduction to the OSI ModelSource: Flickr/jonjohnson
The open system interconnection model, better known as the OSI model, is a network map that was originally developed as a universal standard for creating networks. But instead of serving as a model with agreed-upon protocols that would be used worldwide, the OSI model has become a teaching tool that shows how different tasks within a network should be handled in order to promote error-free data transmission.
These jobs are split into seven layers, each of which depends on the function’s “handed-off” from other layers. As a result, the OSI model also provides a guide for troubleshooting network problems by tracking them down to a specific layer. Here we’ll take a look at the layers of the OSI model and what functions they perform within a network.
This slide is all about OSI model of Computer Network. It was the very first standard model for Computer Network System. In this slide I have discussed about the 7 layers of OSI model.
Introduction to Relational algebra in DBMS - The relational algebra is explained with all the operations. Some of the examples from the textbook is also solved and explained.
This is a slide on relational algebra. i have discussed some common operation of relational algebra. most impotently i have add all the sql of corresponding operation and also the syntax.
In DBMS (DataBase Management System), the relation algebra is important term to further understand the queries in SQL (Structured Query Language) database system. In it just give up the overview of operators in DBMS two of one method relational algebra used and another name is relational calculus.
Learn what the Open Systems Interconnection (OSI) reference model is and how its seven layers of functions provide vendors and developers with a common language for discussing how messages should be transmitted between any two points in a telecommunication network.
: Instead of serving as protocol, the OSI model has become a teaching tool that shows how different tasks within a network should be handled in order to promote error-free data transmission.
An Introduction to the OSI ModelSource: Flickr/jonjohnson
The open system interconnection model, better known as the OSI model, is a network map that was originally developed as a universal standard for creating networks. But instead of serving as a model with agreed-upon protocols that would be used worldwide, the OSI model has become a teaching tool that shows how different tasks within a network should be handled in order to promote error-free data transmission.
These jobs are split into seven layers, each of which depends on the function’s “handed-off” from other layers. As a result, the OSI model also provides a guide for troubleshooting network problems by tracking them down to a specific layer. Here we’ll take a look at the layers of the OSI model and what functions they perform within a network.
This slide is all about OSI model of Computer Network. It was the very first standard model for Computer Network System. In this slide I have discussed about the 7 layers of OSI model.
Introduction to Relational algebra in DBMS - The relational algebra is explained with all the operations. Some of the examples from the textbook is also solved and explained.
This is a slide on relational algebra. i have discussed some common operation of relational algebra. most impotently i have add all the sql of corresponding operation and also the syntax.
In DBMS (DataBase Management System), the relation algebra is important term to further understand the queries in SQL (Structured Query Language) database system. In it just give up the overview of operators in DBMS two of one method relational algebra used and another name is relational calculus.
“not only SQL.”
NoSQL databases are databases store data in a format other than relational tables.
NoSQL databases or non-relational databases don’t store relationship data well.
A database management system (DBMS) is a collection of programs that enables users to create and maintain databases and control all access to them. The primary goal of a DBMS is to provide an environment that is both convenient and efficient for users to retrieve and store information.
Immunizing Image Classifiers Against Localized Adversary Attacksgerogepatton
This paper addresses the vulnerability of deep learning models, particularly convolutional neural networks
(CNN)s, to adversarial attacks and presents a proactive training technique designed to counter them. We
introduce a novel volumization algorithm, which transforms 2D images into 3D volumetric representations.
When combined with 3D convolution and deep curriculum learning optimization (CLO), itsignificantly improves
the immunity of models against localized universal attacks by up to 40%. We evaluate our proposed approach
using contemporary CNN architectures and the modified Canadian Institute for Advanced Research (CIFAR-10
and CIFAR-100) and ImageNet Large Scale Visual Recognition Challenge (ILSVRC12) datasets, showcasing
accuracy improvements over previous techniques. The results indicate that the combination of the volumetric
input and curriculum learning holds significant promise for mitigating adversarial attacks without necessitating
adversary training.
Cosmetic shop management system project report.pdfKamal Acharya
Buying new cosmetic products is difficult. It can even be scary for those who have sensitive skin and are prone to skin trouble. The information needed to alleviate this problem is on the back of each product, but it's thought to interpret those ingredient lists unless you have a background in chemistry.
Instead of buying and hoping for the best, we can use data science to help us predict which products may be good fits for us. It includes various function programs to do the above mentioned tasks.
Data file handling has been effectively used in the program.
The automated cosmetic shop management system should deal with the automation of general workflow and administration process of the shop. The main processes of the system focus on customer's request where the system is able to search the most appropriate products and deliver it to the customers. It should help the employees to quickly identify the list of cosmetic product that have reached the minimum quantity and also keep a track of expired date for each cosmetic product. It should help the employees to find the rack number in which the product is placed.It is also Faster and more efficient way.
Saudi Arabia stands as a titan in the global energy landscape, renowned for its abundant oil and gas resources. It's the largest exporter of petroleum and holds some of the world's most significant reserves. Let's delve into the top 10 oil and gas projects shaping Saudi Arabia's energy future in 2024.
Welcome to WIPAC Monthly the magazine brought to you by the LinkedIn Group Water Industry Process Automation & Control.
In this month's edition, along with this month's industry news to celebrate the 13 years since the group was created we have articles including
A case study of the used of Advanced Process Control at the Wastewater Treatment works at Lleida in Spain
A look back on an article on smart wastewater networks in order to see how the industry has measured up in the interim around the adoption of Digital Transformation in the Water Industry.
Hybrid optimization of pumped hydro system and solar- Engr. Abdul-Azeez.pdffxintegritypublishin
Advancements in technology unveil a myriad of electrical and electronic breakthroughs geared towards efficiently harnessing limited resources to meet human energy demands. The optimization of hybrid solar PV panels and pumped hydro energy supply systems plays a pivotal role in utilizing natural resources effectively. This initiative not only benefits humanity but also fosters environmental sustainability. The study investigated the design optimization of these hybrid systems, focusing on understanding solar radiation patterns, identifying geographical influences on solar radiation, formulating a mathematical model for system optimization, and determining the optimal configuration of PV panels and pumped hydro storage. Through a comparative analysis approach and eight weeks of data collection, the study addressed key research questions related to solar radiation patterns and optimal system design. The findings highlighted regions with heightened solar radiation levels, showcasing substantial potential for power generation and emphasizing the system's efficiency. Optimizing system design significantly boosted power generation, promoted renewable energy utilization, and enhanced energy storage capacity. The study underscored the benefits of optimizing hybrid solar PV panels and pumped hydro energy supply systems for sustainable energy usage. Optimizing the design of solar PV panels and pumped hydro energy supply systems as examined across diverse climatic conditions in a developing country, not only enhances power generation but also improves the integration of renewable energy sources and boosts energy storage capacities, particularly beneficial for less economically prosperous regions. Additionally, the study provides valuable insights for advancing energy research in economically viable areas. Recommendations included conducting site-specific assessments, utilizing advanced modeling tools, implementing regular maintenance protocols, and enhancing communication among system components.
About
Indigenized remote control interface card suitable for MAFI system CCR equipment. Compatible for IDM8000 CCR. Backplane mounted serial and TCP/Ethernet communication module for CCR remote access. IDM 8000 CCR remote control on serial and TCP protocol.
• Remote control: Parallel or serial interface.
• Compatible with MAFI CCR system.
• Compatible with IDM8000 CCR.
• Compatible with Backplane mount serial communication.
• Compatible with commercial and Defence aviation CCR system.
• Remote control system for accessing CCR and allied system over serial or TCP.
• Indigenized local Support/presence in India.
• Easy in configuration using DIP switches.
Technical Specifications
Indigenized remote control interface card suitable for MAFI system CCR equipment. Compatible for IDM8000 CCR. Backplane mounted serial and TCP/Ethernet communication module for CCR remote access. IDM 8000 CCR remote control on serial and TCP protocol.
Key Features
Indigenized remote control interface card suitable for MAFI system CCR equipment. Compatible for IDM8000 CCR. Backplane mounted serial and TCP/Ethernet communication module for CCR remote access. IDM 8000 CCR remote control on serial and TCP protocol.
• Remote control: Parallel or serial interface
• Compatible with MAFI CCR system
• Copatiable with IDM8000 CCR
• Compatible with Backplane mount serial communication.
• Compatible with commercial and Defence aviation CCR system.
• Remote control system for accessing CCR and allied system over serial or TCP.
• Indigenized local Support/presence in India.
Application
• Remote control: Parallel or serial interface.
• Compatible with MAFI CCR system.
• Compatible with IDM8000 CCR.
• Compatible with Backplane mount serial communication.
• Compatible with commercial and Defence aviation CCR system.
• Remote control system for accessing CCR and allied system over serial or TCP.
• Indigenized local Support/presence in India.
• Easy in configuration using DIP switches.
Explore the innovative world of trenchless pipe repair with our comprehensive guide, "The Benefits and Techniques of Trenchless Pipe Repair." This document delves into the modern methods of repairing underground pipes without the need for extensive excavation, highlighting the numerous advantages and the latest techniques used in the industry.
Learn about the cost savings, reduced environmental impact, and minimal disruption associated with trenchless technology. Discover detailed explanations of popular techniques such as pipe bursting, cured-in-place pipe (CIPP) lining, and directional drilling. Understand how these methods can be applied to various types of infrastructure, from residential plumbing to large-scale municipal systems.
Ideal for homeowners, contractors, engineers, and anyone interested in modern plumbing solutions, this guide provides valuable insights into why trenchless pipe repair is becoming the preferred choice for pipe rehabilitation. Stay informed about the latest advancements and best practices in the field.
2. Database Model
• A Database model defines the logical design and structure of a database and
defines how data will be stored, accessed and updated in a database
management system. The various types of database models are
• Hierarchical Model
• Network Model
• Relational Model
3. Relational Model in DBMS
• Relational Model was proposed by E.F. Codd to model data in the form of relations or tables.
• The model is comprised of rows and columns that use SQL as a query language for
maintaining and querying the databases.
• The basic structure of data in relational model is tables.
• Tables are also known as relations in relational model.
• Some popular relational data base management systems software's are
• DB2 And Informix Dyanamic Server- IBM
• Oracle And RDB – Oracle
• SQL Server And Access - Microsoft
4. Benefits and Challenges of the Relational
Model
• Databases that use the relational model have advantages over those that use
other models. These include simplicity of organization, ease of creation, ease of
data retrieval, built-in data integrity, flexibility of queries (including the fact that
programmers can write queries that weren’t anticipated by the database
designer), and less data redundancy (due to data normalization).
• However, o system is perfect. The relational model falls short in scalability,
difficulty of setup, and slower searches and queries when compared to other
database models.
5. Why do we need a Relational Database Model?
• Database Management System is software that permits the user to create, define, manage and
control the functions of the database.
• For better understanding, the Relational database model is used as an extension of the database
lying under the relational values. The RDBMS is entirely based on the relational model broadly
deployed in many applications.
• It is a common choice for information storage in a database especially in maintaining financial
records, logistics data, manufacturing products, personnel data, and so on. It replaced the
legacy of hierarchical databases and network databases because of its simple implementation
and administration features.
• Initially, RDBMS faced many failures but after many advancements it became a popular hit
and applied in many reliable applications.
6. IMPORTANT TERMINOLOGIES
• Attribute: Each column in a table is called Attributes. Attributes are the
properties that define a relation.
• Tuple: Each row in the relation is known as tuple.
• Degree: The number of attributes in the relation is known as degree of the
relation.
• Cardinality: The number of tuples in a relation is known as cardinality.
• Tables: Tables are stored along with entities.
7. Example : Historical Bridge Work Relation
• consider the relation which might record historical experience with different types of bridges
accumulated by a particular agency. The actual instances or rows of data are hypothetical. The
attributes of this relation are:
• PROJECT NUMBER - a 6-digit code identifying the particular project.
• TYPE OF BRIDGE - a text field describing the bridge type. (For retrieval purposes, a numerical
code might also be used to describe bridge type to avoid any differences in terminology to
describe similar bridges).
• LOCATION - The location of the project.
• CROSSING - What the bridge crosses over, eg. a river.
• SITE CONDITIONS - A brief description of the site peculiarities.
8. • ERECTION TIME - Time required to erect a bridge, in months.
• SPAN - Span of the bridge in feet.
• DATE - Year of bridge completion.
• ACTUAL-ESTIMATED COSTS - Difference of actual from estimated costs.
• These attributes could be used to answer a variety of questions concerning
construction experience useful during preliminary planning.
9. Cont….
• As an example, suppose that a bridge is to be built with a span of 250 feet, located in Pittsburgh PA, and crossing a
river with limestone sub-strata. In initial or preliminary planning, a designer might query the database four
separate times as follows:
• SELECT from BRIDGEWORK where SPAN > 200 and SPAN < 300 and where CROSSING = "river"
• SELECT from BRIDGEWORK where SPAN > 200 and SPAN < 300 and where SITE CONDITIONS = "Limestone"
• SELECT from BRIDGEWORK where TYPE OF BRIDGE = "Steel Plate Girder" and LOCATION = "PA"
• SELECT from BRIDGEWORK where SPAN < 300 and SPAN > 200 and ESTIMATED LESS ACTUAL COST <
100,000.
• Each SELECT operation would yield the bridge examples in the database which corresponds to the desired
selection criteria. In practice, an input/output interpreter program should be available to translate these inquiries to
and from the DBM and an appropriate problem oriented language.
10. Cont….
• The four queries may represent subsequent thoughts of a designer faced with
these problem conditions. He or she may first ask, "What experience have we
had with bridges of this span over rivers?" "What experience have we had with
bridges of this span with these site conditions? What is our experience with steel
girder bridges in Pennsylvania? For bridges of this span, how many and which
were erected without a sizable cost overrun? We could pose many more
questions of this general type using only the small data table.
11. Other Conceptual Models of Databases
• While the relational model offers a considerable amount of flexibility and
preserves considerable efficiency, there are several alternative models for
organizing databases,
• Hierarchical model
• Network model
• AI based model
12. Hierarchical Database Model
• The hierarchical model is a tree structure in which information is organized as
branches and nodes from a particular base.
• As an example Given below, hierarchical structure for rented equipment costs. In
this case, each piece of equipment belongs to a particular supplier and has a cost
which might vary by the duration of use. To find the cost of a particular piece of
equipment from a particular supplier, a query would first find the supplier, then
the piece of equipment and then the relevant price.
13. Example 1
• The hierarchical model has the characteristic that each item
has a single predecessor and a variable number of
subordinate data items.
• This structure is natural for many applications, such as the
equipment cost information described above. However, it
might be necessary to construct similar hierarchies for each
project to record the equipment used or for each piece of
equipment to record possible suppliers.
• Otherwise, generating these lists of assignments from the
database illustrated in the Figure would be difficult.
• For example, finding the least expensive supplier of a
crane might involve searching every supplier and every
equipment node in the database to find all crane prices.
14. Example 2
• Let us assume that we have a main directory
which contains other subdirectories. Each
subdirectory contains more files and directories.
Each directory or file can be in one directory only
i.e. it has only one parent.
• Here A is the main directory i.e. the root
node. B1 and B2 are their child or subdirectories.
B1 and B2 also have two children C1, C2 and C2,
C3 respectively. They may be directories or other
files. This depicts one- to- many relationships.
15. Advantages
• Promotes data sharing.
• It is conceptually simple due to the parent-child relationship.
• Database security is enforced.
• Efficient with 1: N relationships.
• A clear chain of command or authority.
• Increases specialization.
• High performance.
• Clear results.
16. Cont….
• A user can retrieve data very quickly due to the presence of explicit links
between the table structures.
• The referential integrity is built in and automatically enforced due to which a
record in a child table must be linked to an existing record in a parent table,
along with that if a record deleted in the parent table then that will cause all
associated records in the child table to be deleted as well.
17. Disadvantages
• When a user needs to store a record in a child table that is currently unrelated to
any record in a parent table, it gets difficulty in recording and user must record
an additional entry in the parent table.
• This type of database cannot support complex relationships, and there is also a
problem of redundancy, which can result in producing inaccurate information
due to the inconsistent recording of data at various sites.
18. Cont….
• Change in structure leads to change in all application programs.
• M: N relationship is not supported.
• No data manipulation or data definition language.
• Lack of standards.
• Poor flexibility
• Communication barriers
• Organizational Disunity.
• Rigid structure
19. Network Model
• This model was formalized by the Database Task group in the 1960s. This model is the
generalization of the hierarchical model.
• This model can consist of multiple parent segments and these segments are grouped
as levels but there exists a logical association between the segments belonging to any
level. Mostly, there exists a many-to-many logical association between any of the two
segments.
• We called graphs the logical associations between the segments. Therefore, this model
replaces the hierarchical tree with a graph-like structure, and with that, there can more
general connections among different nodes.
• It can have M: N relations i.e, many-to-many which allows a record to have more than
one parent segment.
20. Cont…
• Here, a relationship is called a set, and each set is made up of at least 2 types of
record which are given below:
i. An owner record that is the same as of parent in the hierarchical model.
ii. A member record that is the same as of child in the hierarchical model.
21. Example 1
In the above figure, member TWO has only one owner ‘ONE’ whereas member FIVE has
two owners i.e, TWO and THREE. Here, each link between the two record types represents
1 : M relationship between them. This model consists of both lateral and top-down
connections between the nodes. Therefore, it allows 1: 1, 1 : M, M : N relationships among
the given entities which helps in avoiding data redundancy problems as it supports
multiple paths to the same record.
22. Example 2
• In this figure, we can see that the
subject is the child class and student
and degree are the parent classes.
• So, the subject has two parent classes.
STUDENT has one child and the
Degree class also have one child.
• This kind of relationship among
entities represents the network
model.
23. Advantages
• It is fast data access with a network model.
• The network model allows creating more complex and more strong queries as
compared to the database with a hierarchical database model. A user can execute
a variety of database queries when selecting the network model.
• Sometimes, the network model is used to build computer network systems.
• The network model is considered as an enhancement to the hierarchical database
model.
24. Disadvantages
• The network model is a very complex database model, so the user must be very
familiar with the overall structure of the database.
• Updating the database is a quite difficult and boring task. We need the help of
the application programs that are being used to navigate the data.
25. Network model VS Hierarchical model VS Relational model:
Network Data Model Hierarchical Data Model Relational Data Model
Pointers or links are used to
express the relationship between
records.
The relationship between
records is of the parent-child
type
A relation(that contains a key for
each record involved in the
relationship) is used to represent
the relationship between
records.
It is possible to implement the
Many to many relationships.
Many to many relationships
cannot be expressed in
Hierarchical Data Model
It is easy to implement Many to
many relationships.
No problem of inconsistency
exists in the Network model.
The data inconsistency is
possible when we update or
delete some records.
Its needs to maintain Data
integrity and consistency by
maintaining the database
Normalization
26. Network Data Model Hierarchical Data Model Relational Data Model
Record relationship implementation
is quite complex due to the use of
pointers.
The method of implementing the
record relationships is;
· Simple
· Natural
· straightforward
The use of a key or composite key
field plays a role in making the
process easy for the implementation
of relationships.
In-Network model record relations
are physical.
The record relations are physical in
the Hierarchical data model.
Data is organized logically in the
form of rows and columns and
stored in the table.
The relational model does not
maintain a physical connection
among records.
Searching for a record is easy since
there are multiple access paths to a
data element.
Searching for a record is very
difficult because we can retrieve a
child only after going through its
parent record.
A unique, indexed key field is used
to search for a data element in a
relation.
The network model is useful for
representing such records that have
many to many relationships.
The hierarchical Data Model is
useful only when there is some
hierarchical character in the
database.
The relational model is useful for
representing most of the real-world
objects and relationships among the
objects.
27. AI database model - frame data structure
• Frame data structure used to represent a building design element. This frame describes the
location, type, cost, material, scheduled work time, etc. for a particular concrete footing.
• A frame is a general purpose data representation scheme in which information is arranged
in slots within a named frame.
• Slots may contain lists, values, text, procedural statements (such as calculation rules),
pointers or other entities. Frames can be inter-connected so that information may
be inherited between slots. The Figure illustrates a set of inter-connected frames used to
describe a building design and construction plan.
• Object oriented data representation is similar in that very flexible local arrangements of data
are permitted. While these types of data storage organizations are active areas of research,
commercial database systems based on these organizations are not yet available.