Big Data Analytics Framework for Smart Grids

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.

本書全面討論了智慧電網運營和大數據分析在克服現有挑戰方面的應用。它涵蓋了智慧發電、傳輸和配電，解釋了能源管理系統、人工智能和基於機器學習的計算。

本書提供了對大數據分析及其在電力網中應用的詳細現狀分析。它描述了如何使用大數據分析框架來展示兩種情景下的能源，包括單一住宅和擁有數千個智能電表的智慧電網。

本書探討了物聯網、人工智能和機器學習在智慧電網中的作用。它詳細討論了整合發電技術的邊緣分析和決策方法。

本書還檢視了研究限制並提出了進一步研究的建議，以將大數據分析納入電力系統設計和運營框架。

本書全面研究和評估了與電力公用事業網格的獨特需求相關的最新研究和開發，包括運營技術、儲存、處理和通信系統。它進一步討論了重要主題，如複雜自適應電力系統、自修復電力系統、智慧傳輸和配電網絡以及智慧電表基礎設施。

本書將成為高年級本科生、研究生和學術研究人員在電氣工程、電子與通信工程、計算機工程和信息技術等領域的理想參考書。

R. K. Viral is presently working as an Associate Professor in Department of Electrical & Electronics Engineering, Amity School of Engg. & Tech., Amity University, Noida, UP, INDIA. Additionally, he has more than 16-year teaching experience at UG and PG level in various engineering Institutes/Universities. He has awarded Doctoral degree from Indian Institute of Technology Roorkee, Roorkee in area of Distributed Generation in 2016. Received his Post graduate degree in Energy Systems also from IIT Roorkee in 2010 and graduated in Electrical Engineering (with honors) from MJP Rohilkhand University, Bareilly in 2003. His research interests include Distribution system planning and optimization, Renewable energy system, soft computing techniques in power systems, Small hydro power design, Development and Applications, Smart grid, Big data analytics and cyber security in power system. He is guiding five Ph.D students and supervised many M.Tech dissertations.He has filed more than 16 patents in various multi-disciplinary areas. He has also published more than 150 research publications in various International/national journals/conferences/Book chapters of repute and peer reviewed. He has one Edited book of CRC press, Taylor & Francis, and two is in process of Elsevier/CRC. He has served as TPC Member of several international conferences held worldwide. He is also an active member of professional societies i.e. IEEE, PES, ISTE, IEI, IDES, ACEEE, and contributing editorial board member (IJORCS, IJESCE, IJBST etc.) and reviewer of various international journals.

Divya Asija is an Assistant Professor in the Electrical and Electronics Engineering Department of Amity School of Engineering and Technology at the Amity University Noida, India, where she has been a faculty member since 2012. She has more than 16 years teaching experience at various prestigious institutions/universities. She completed his PhD at Amity University, Noida and her postgraduate studies at YMCA, Faridabad. Her research interests include power systems, ranging from congestion management to renewable energy resources, distributed generation, smart grids and electric vehicles. She has filed five patents and applied various funded projects of different government and private agencies. She is also the author and coauthors of over 75 research papers and book chapters in several international journals of repute. She is also an active reviewer of international journals (Energy (Elsevier), the International Journal of System Assurance Engineering and Management (Springer), the International Journal of Emerging Electric Power Systems (Degruyter), the International Journal of Electrical and Computer Engineering (Institute of Advanced Engineering and Science), the Journal of Electrical Engineering & Technology (Springer) and the International Journal of Renewable Energy Research). In the interim, she was also awarded for outstanding contribution in reviewing by Energy, Elsevier for the academic years 2017-18 and 2018-19. She was also a winner of the gold award for courseware creation using Moodle for outcome-based education and ethical commitment.

Surender Reddy Salkuti is working with Woosong University, Republic of Korea as an Associate Professor in the Department of Railroad and Electrical Engineering since April 2014. He received the Ph.D. degree in Electrical Engineering from the Indian Institute of Technology Delhi (IITD), India, in 2013. He was a Postdoctoral Researcher at Howard University, Washington, DC, USA, from 2013 to 2014.His research interests include power system restructuring issues, smart grid development with the integration of wind and solar photovoltaic energy sources, battery storage and electric vehicles, demand response, power system analysis and optimization, soft computing techniques application in power systems and renewable energy.He has published two edited volumes with Springer (LNEE) and more than 250 research articles in peer-reviewed international journals and conference proceedings. He has served as or is serving as Guest Editor for various international journals. He is also an editorial board member for many journals. He is the recipient of the 2016 Distinguished Researcher Award from Woosong University Educational Foundation, South Korea, and the POSOCO Power System Award (PPSA) 2013, India. He is listed in the top 2% of scientists published in a study conducted by researchers of ICSR Lab, Elsevier BV & Stanford University, USA. He is a Member of IEEE and IEEE Power and Energy Society.

R. K. Viral目前在印度阿米蒂大學諾伊達分校的電氣與電子工程系擔任副教授。此外，他在各種工程學院/大學擁有超過16年的本科和研究生教學經驗。他於2016年在印度魯爾基工學院獲得分散式發電領域的博士學位。他於2010年在魯爾基工學院獲得能源系統的碩士學位，並於2003年在MJP Rohilkhand大學以榮譽學位畢業。他的研究興趣包括配電系統規劃和優化、可再生能源系統、電力系統中的軟計算技術、小型水力發電設計、智能電網、大數據分析和電力系統的網絡安全。他指導了五名博士生並監督了許多碩士論文。他在各種多學科領域申請了16多項專利。他還在多個國際/國內期刊/會議/專書章節上發表了150多篇研究論文，並經過同行評審。他在CRC出版社的一本編輯書籍，Taylor＆Francis出版社的兩本書籍正在進行中。他曾擔任多個國際會議的技術計劃委員會成員。他還是專業協會IEEE、PES、ISTE、IEI、IDES、ACEEE的活躍成員，並擔任多個國際期刊的編輯委員會成員和審稿人。

Divya Asija是印度阿米蒂大學諾伊達分校電氣與電子工程系的助理教授，自2012年以來一直是該校的教職員。她在各個知名機構/大學擁有超過16年的教學經驗。她在阿米蒂大學諾伊達完成了博士學位，並在YMCA，法里達巴德完成了研究生學習。她的研究興趣包括從擁塞管理到可再生能源資源、分散式發電、智能電網和電動車等電力系統。她申請了五項專利並參與了不同政府和私營機構的各種資助項目。她還是多個國際期刊的作者和合著者，在幾個國際知名期刊上發表了75多篇研究論文和專書章節。她還是國際期刊（Energy（Elsevier）、國際系統保證工程與管理期刊（Springer）、國際新興電力系統期刊（Degruyter）、國際電氣與計算機工程期刊（高級工程與科學學會）、電氣工程與技術期刊（Springer）和國際可再生能源研究期刊）的活躍審稿人。同時，她還因在2017-18和2018-19學年為Energy，Elsevier進行優秀審稿貢獻而獲獎。她還因使用Moodle創建基於結果的教育和道德承諾課程而獲得金獎。

Surender Reddy Salkuti自2014年4月起在韓國龍城大學鐵路與電氣工程系擔任副教授。他於2013年在印度德里印度理工學院獲得電氣工程博士學位。他於2013年至2014年間在美國華盛頓特區霍華德大學擔任博士後研究員。他的研究興趣包括電力系統重組問題、與風能和太陽能光伏能源相結合的智能電網發展、電池儲能和電動車、需求響應、電力系統分析和優化、軟計算技術在電力系統和可再生能源中的應用。他在Springer（LNEE）出版社出版了兩本編輯卷。