Big Data Analytics Framework for Smart Grids
暫譯: 智慧電網的大數據分析框架

該文本全面討論了智慧電網的運作及大數據分析在克服現有挑戰中的應用。內容涵蓋智慧發電、傳輸和配電，解釋了能源管理系統、人工智慧及基於機器學習的計算。

- 提供大數據分析及其在電網中應用的詳細最先進分析
- 描述大數據分析框架如何在兩種情境中顯示能源，包括單一住宅和擁有數千個智慧電表的智慧電網
- 探討物聯網、人工智慧和機器學習在智慧電網中的角色
- 詳細討論邊緣分析在發電技術整合及決策方法中的應用
- 檢視研究限制並提出進一步研究的建議，以將大數據分析納入電力系統設計和運作框架

該文本呈現了對電力公用事業電網獨特需求相關的最先進研究與開發的全面研究與評估，包括運作技術、儲存、處理和通信系統。進一步討論了重要主題，如複雜自適應電力系統、自我修復電力系統、智慧傳輸和配電網絡，以及智慧計量基礎設施。這將成為電機工程、電子與通信工程、計算機工程及資訊科技等領域的高年級本科生、研究生及學術研究者的理想參考文本。

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 目前擔任印度諾伊達阿米提大學（Amity University, Noida, UP, INDIA）電氣與電子工程系的副教授。此外，他在各種工程學院/大學擁有超過16年的本科及研究生教學經驗。他於2016年在印度理工學院魯爾基（Indian Institute of Technology Roorkee, Roorkee）獲得分散式發電領域的博士學位。2010年，他也在印度理工學院魯爾基獲得能源系統的碩士學位，並於2003年在MJP Rohilkhand University, Bareilly以優異成績畢業於電氣工程專業。他的研究興趣包括配電系統規劃與優化、可再生能源系統、電力系統中的軟計算技術、小型水電設計、開發與應用、智慧電網、大數據分析及電力系統中的網路安全。他目前指導五名博士生，並監督多篇碩士論文。他在多個跨學科領域申請了超過16項專利，並在各種國際/國內期刊、會議及書籍章節上發表了超過150篇研究論文。他編輯了一本由CRC Press、Taylor & Francis出版的書籍，另外兩本正在Elsevier/CRC出版中。他曾擔任多個國際會議的技術程序委員會成員，並且是IEEE、PES、ISTE、IEI、IDES、ACEEE等專業社團的活躍成員，同時也是多個國際期刊的編輯委員會成員（如IJORCS、IJESCE、IJBST等）及審稿人。

Divya Asija 是印度諾伊達阿米提大學（Amity University Noida）電氣與電子工程系的助理教授，自2012年以來一直擔任教職。她在多所知名機構/大學擁有超過16年的教學經驗。她在阿米提大學完成了博士學位，並在法里達巴德的YMCA完成了研究生學業。她的研究興趣包括電力系統，涵蓋擁擠管理、可再生能源資源、分散式發電、智慧電網及電動車等領域。她已申請了五項專利，並參與了多個政府及私營機構的資助項目。她是超過75篇研究論文及書籍章節的作者及合著者，這些作品發表在多個知名國際期刊上。她也是多個國際期刊的活躍審稿人（如Energy (Elsevier)、International Journal of System Assurance Engineering and Management (Springer)、International Journal of Emerging Electric Power Systems (Degruyter)、International Journal of Electrical and Computer Engineering (Institute of Advanced Engineering and Science)、Journal of Electrical Engineering & Technology (Springer)及International Journal of Renewable Energy Research）。在此期間，她因在2017-18及2018-19學年對審稿的傑出貢獻而獲得Energy, Elsevier的獎勵。她還因使用Moodle創建基於成果的教育課程而獲得金獎。

Surender Reddy Salkuti 自2014年4月以來在韓國烏松大學（Woosong University）擔任鐵路與電氣工程系的副教授。他於2013年在印度理工學院德里（Indian Institute of Technology Delhi, IITD）獲得電氣工程博士學位。2013年至2014年，他在美國華盛頓特區的霍華德大學（Howard University）擔任博士後研究員。他的研究興趣包括電力系統重組問題、智慧電網的發展（整合風能和太陽能光伏能源）、電池儲存和電動車、需求響應、電力系統分析與優化、以及在電力系統和可再生能源中的軟計算技術應用。他已與Springer（LNEE）出版了兩本編輯書籍，並在同行評審的國際期刊和會議論文集中發表了超過250篇研究文章。他曾擔任或正在擔任多個國際期刊的客座編輯，並且是多個期刊的編輯委員會成員。他是2016年韓國烏松大學教育基金會的傑出研究者獎及2013年印度POSOCO電力系統獎（PPSA）的獲得者。他在由Elsevier BV及史丹佛大學的ICSR實驗室進行的研究中被列為前2%的科學家。他是IEEE及IEEE電力與能源學會的成員。