Big Data Analytics Framework for Smart Grids (Explainable Ai Xai for Engineering Applications)

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Big Data Analytics Framework for Smart Grids (Explainable Ai Xai for Engineering Applications)

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  • 製本 Hardcover:ハードカバー版/ページ数 232 p.
  • 言語 ENG
  • 商品コード 9781032392905
  • DDC分類 621.319

Full Description

The text comprehensively discusses smart grid operations and the use of big data analytics in overcoming the existing challenges. It covers smart power generation, transmission, and distribution, explains energy management systems, artificial intelligence, and machine learning-based computing.

Presents a detailed state-of-the-art analysis of big data analytics and its uses in power grids
Describes how the big data analytics framework has been used to display energy in two scenarios including a single house and a smart grid with thousands of smart meters
Explores the role of the internet of things, artificial intelligence, and machine learning in smart grids
Discusses edge analytics for integration of generation technologies, and decision-making approaches in detail
Examines research limitations and presents recommendations for further research to incorporate big data analytics into power system design and operational frameworks

The text presents a comprehensive study and assessment of the state-of-the-art research and development related to the unique needs of electrical utility grids, including operational technology, storage, processing, and communication systems. It further discusses important topics such as complex adaptive power system, self-healing power system, smart transmission, and distribution networks, and smart metering infrastructure. It will serve as an ideal reference text for senior undergraduate, graduate students, and academic researchers in the areas such as electrical engineering, electronics and communications engineering, computer engineering, and information technology.

Contents

Chapter 1
Necessities of Big Data in Smart Grid
ANITA DEVI NINGTHOUJAM, DIVYA ASIJA AND R K VIRAL

Chapter 2
Challenges and Opportunities in the development of a Smart Grid System in the India
SUMIT KUSHWAHA

Chapter 3
Why Big Data for Smart Cities?
SUDIKSHA SHARMA AND SACHIN SHARMA

Chapter 4
Big Data for Smart Grid: A Way Forward
SACHIN SHARMA AND DEVYANSHI BANSAL

Chapter 5
Advanced Machine Learning Methods for Big Data Analytics used in Smart Grid
R. K. VIRAL AND DIVYA ASIJA

Chapter 6
Perspective of Cyber Security and Ethical Hacking with Vulnerability Assessment and Exploitation Tools
DEVYANSHI BANSAL, MADHULIKA BHATIA, ANIRUDDH ATREY AND ARUN KUMAR YADAV

Chapter 7
Communication and Measurement Technologies for Smart Grid
VISHAL KUMAR GAUR AND SUBHO PAUL

Chapter 8
Bigdata for Smart Grid: A Case Study
TAHA A. TAHA, MOHD KHAIR HASSAN, NOOR IZZRI ABDUL WAHAB AND HUSSEIN I. ZAYNAL

Chapter 9
Big Data and Smart Grid: Implementation based Case Study
JAMEER KOTWAL, RAMGOPAL KASHYAP, AND PATHAN SHAFI

Chapter 10
Big Data Analytics- A Holistic Assessment of Paradigm Shift Challenges and Opportunities for Future Smart Grid
DIVYA ASIJA AND R. K. VIRAL

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