Title: Big Data Analytics in Future Power Systems Author: Ahmed F. Zobaa, Trevor J. Bihl ISBN: 0367733382 / 9780367733384 Format: Soft Cover Pages: 188 Publisher: CRC Press Year: 2020 Availability: 2 to 3 weeks
Description
Feature
Contents
Power systems are increasingly collecting large amounts of data due to the expansion of the Internet of Things into power grids. In a smart grids scenario, a huge number of intelligent devices will be connected with almost no human intervention characterizing a machine-to-machine scenario, which is one of the pillars of the Internet of Things. The book characterizes and evaluates how the emerging growth of data in communications networks applied to smart grids will impact the grid efficiency and reliability. Additionally, this book discusses the various security concerns that become manifest with Big Data and expanded communications in power grids.
Provide a general description and definition of big data, which has been gaining significant attention in the research community.
Introduces a comprehensive overview of big data optimization methods in power system.
Reviews the communication devices used in critical infrastructure, especially power systems; security methods available to vet the identity of devices; and general security threats in CI networks.
Presents applications in power systems, such as power flow and protection.
Reviews electricity theft concerns and the wide variety of data-driven techniques and applications developed for electricity theft detection.
Introduction
Chapter 1 : Big Data Application and Analytics in a Large-Scale Power System Chapter 2 : The Role of Big Data in Smart Grid Communications Chapter 3 : Big Data Optimization in Electric Power Systems : A Review Chapter 4 : Security Methods for Critical Infrastructure Communications Chapter 5 : Data Mining Methods for Electricity Theft Detection Chapter 6 : Unit Commitment Control of Smart Grids Chapter 7 : A New Transformer Differential Protection Algorithm Based on Data Pattern Recognition