BIG DATA ANALYTICS IN POWER SYSTEMS (BEE714D)

BIG DATA ANALYTICS IN POWER SYSTEMS

Course Code BEE714D 
CIE Marks 50
Teaching Hours/Week (L:T:P) (3:0:0) 
SEE Marks 50
Credits 03 
Exam Hours 03

Module-1

Introduction: Big Data, Future Power Systems.

Big Data Application and Analytics in a Large - Scale Power System: Introduction, General Applications

of Big Data, Algorithms for Processing Big Data, Application of Big Data in Power Systems.

Module-2

Role of Big Data in Smart Grid Communications: Introduction, The Grid Modernization, The Grid

Interconnection with the Internet of Things, Data Traffic Pattern in a Smart Grid Environment, The Massive

Flow of Information in a Smart Scenario ,The Volume of Generated Data in a Smart Distribution System: A

Case of Study.

Big Data Optimization in Electric Power Systems: Introduction, Background, Scientometric Analysis of

Big Data, Big Data and Power Systems, Optimization Techniques Used in the Big Data Analysis.

Module-3

Security Methods for Critical Infrastructure Communications: Introduction, Effects of Successful

Communication System Threats, General Communication System Operations, Industrial Control Networks

and Operations, High-Level Communication System Threats, Cyber Threats and Security.

Data - Mining Methods for Electricity Theft Detection: Introduction, Transmission and Distribution

System Losses, Electricity Theft Methods, Data Mining and Electricity Theft, Issues and Directions in

Electricity Theft-Related Data-Mining Research.

Module-4

Unit Commitment Control of Smart Grids: Introduction, Renewable Energy Resources, The Unit

Commitment Problem, A Multi-agent Architecture, Illustrative Example.

Module-5

Transformer Differential Protection Algorithm Based on Data Pattern Recognition: Big Data and Power

System Protection, Methods for Differential Protection Blocking, Principal Component Analysis,

Curvilinear Component Analysis (CCA), PCA Applied to Discriminate Between Inrush and Fault, Currents

in Transformers, Application of the CCA as a Base for a Differential Protection System Under Study,

Results.

Textbook

Title of the Book: Big Data Analytics in Future Power Systems
Author(s): Ahmed F. Zobaa, Trevor J. Bihl
Publisher: CRC Press
Edition & Year: 2019