Optimising IoT Networks: Energy-Efficient Resource Management through Machine Learning
暫譯: 優化物聯網網路：透過機器學習實現能源效率的資源管理

本書《優化物聯網網路》專注於能源效率，探討機器學習在提升物聯網網路資源配置中的應用。書中討論了各種演算法，包括神經網路和強化學習，以優化資源使用並改善網路性能。它還針對物聯網設備的動態行為和即時決策的需求等挑戰進行了探討。書中討論了與機器學習一起使用的優化方法，以提高資源配置的效率。

- 提供物聯網網路架構的基礎理解及有效資源配置的重要性

- 討論由於設備動態行為和變化的數據流量模式所帶來的資源配置複雜性

- 涵蓋與優化物聯網網路資源配置相關的關鍵機器學習概念和演算法

- 強調能源效率在物聯網網路中的重要性及其對資源配置策略的影響

- 探索如聚類、回歸和強化學習等演算法，以實現有效的資源配置

本書旨在為計算機科學和技術領域的研究人員、實務工作者和學者提供參考，特別是對優化物聯網網路感興趣或積極從事相關工作的讀者。

Dr Suvarna Patil is Associate Professor and Head of Department, Artificial Intelligence and Data Science in Dr D Y Patil Institute of Engineering, Management and Research, Akurdi, Pune. She has completed Ph.D. (Computer Engineering, Science and Technology) from Vishwakarma University with research area for resource allocation and machine to machine communication in IoT network Pune. Completed M.E. (Computer Engineering) in 2015 from Savitribai Phule Pune University. She had completed BE (2000) in Computer Engineering from Pune University. She is member of Association of Computer Machinery (ACM), Indian Society of Technical Education (ISTE) and Computer society of India (CSI). She has more than 40 research papers and book chapters in international, national conferences, and journals, published 2 patens and 3 design patent, and 6 copyrights. She authored 1 book of alpha publication. She has delivered expert talks across a range of domains, including IoT, Machine Learning, wireless sensor networks and IoT. She is reviewer for multiple esteemed journals. Her current area of interest is Optimization of Communication Network, Wireless Networking, IoT and Machine Learning.

Dr. Manisha S. Bhende is working as Professor and Head, Dr. D. Y. Patil Vidyapeeth, Dr. D. Y. Patil School of Science and Technology. She has completed BE(1998), ME(2007) and PhD(2017) in Computer Engineering from University of Pune and bachelor's degree from Government College of Engineering, Amravati, India. Her research interests are IoT and wireless networks, network security, cloud computing, data science and machine learning, data analytics, etc. She has more than 60 research papers and book chapters in international, national conferences, and journals, 1 patent, and 15 copyrights. She authored and edited 4 books and delivered expert talks on various domains such as wireless communication, wireless sensor networks, data science, cyber security, IoT, embedded and real- time operating systems, IPR, innovation, etc. She is a reviewer and examiner for PhD theses and ME dissertations for state and national universities. She received the Regional Young IT Professional Award from CSI in 2006. She is a member of ISTE, ACM, CSI, IAENG, the Internet Society, etc. She is member of ISTE, ACM, CSI, IAENG, Internet Society etc.

Dr. Swati Sharma working as Assistant Professor in Dr. D. Y. Patil Vidyapeeth, Pune. She has completed B.sc (Chem Honors in 2012) from Miranda House University of Delhi, M.sc (Applied Chemistry in 2014) from Gautama Buddha University, India, and Ph.D (2019) in Applied Chemistry with specialization in polymer chemistry from Institute of Science, Banaras Hindu University, India. Her research interest is polymers synthesis, polymer composite, Hydrogel nanocomposite, applications of polymers etc. she has 21 research papers in international journals, national conferences and journals. She has received 10 copyrights on her credit. She is working as reviewer for national/international repute journals and conferences. She is the coordinator of R&D cell, IEEE student branch counselor at the institute level. She is a member of IEEE, IAENG, internet society.

蘇瓦納·帕提爾博士是位於印度浦那阿庫爾迪的德·D·Y·帕提爾工程、管理與研究學院人工智慧與數據科學系的副教授及系主任。她在維什瓦卡瑪大學完成了計算機工程、科學與技術的博士學位，研究領域為物聯網網絡中的資源分配和機器對機器通信。她於2015年在薩維特里拜·普赫勒浦那大學完成了計算機工程的碩士學位，並於2000年在浦那大學獲得計算機工程的學士學位。她是計算機協會（ACM）、印度技術教育學會（ISTE）和印度計算機學會（CSI）的成員。她在國際和國內會議及期刊上發表了超過40篇研究論文和書籍章節，擁有2項專利、3項設計專利和6項版權。她著有1本Alpha出版的書籍。她在物聯網、機器學習、無線傳感器網絡等多個領域發表過專家演講。她是多本知名期刊的審稿人。她目前的研究興趣包括通信網絡優化、無線網絡、物聯網和機器學習。

曼妮莎·S·班德博士擔任德·D·Y·帕提爾大學德·D·Y·帕提爾科學與技術學院的教授及系主任。她在浦那大學完成了計算機工程的學士（1998年）、碩士（2007年）和博士（2017年）學位，並在印度阿姆拉瓦提的政府工程學院獲得學士學位。她的研究興趣包括物聯網和無線網絡、網絡安全、雲計算、數據科學和機器學習、數據分析等。她在國際和國內會議及期刊上發表了超過60篇研究論文和書籍章節，擁有1項專利和15項版權。她編著和編輯了4本書籍，並在無線通信、無線傳感器網絡、數據科學、網絡安全、物聯網、嵌入式和實時操作系統、知識產權、創新等多個領域發表過專家演講。她是國家和州立大學的博士論文和碩士論文的審稿人和考官。她於2006年獲得了CSI的區域青年IT專業人士獎。她是ISTE、ACM、CSI、IAENG、互聯網協會等的成員。

斯瓦蒂·夏爾瑪博士在德·D·Y·帕提爾大學擔任助理教授。她於2012年在德里大學的米蘭達學院獲得化學榮譽學士學位，2014年在印度高塔瑪·布達大學獲得應用化學碩士學位，並於2019年在印度瓦納拉斯印度教大學科學學院獲得應用化學博士學位，專攻聚合物化學。她的研究興趣包括聚合物合成、聚合物複合材料、水凝膠納米複合材料、聚合物的應用等。她在國際期刊、國內會議和期刊上發表了21篇研究論文，並擁有10項版權。她擔任國內外知名期刊和會議的審稿人。她是研究與發展小組的協調員，並在學院層級擔任IEEE學生分會顧問。她是IEEE、IAENG、互聯網協會的成員。