Integrating Cloud, Fog, and Edge Computing in Healthcare: Federated Learning and Blockchain Approaches: Harnessing Distributed Technologies for Enhanc
暫譯: 整合雲端、霧端與邊緣運算於醫療保健:聯邦學習與區塊鏈方法:利用分散式技術提升效能
Kumar, Naween, Pratap Singh, Shailendra, Balusamy, Balamurugan
- 出版商: Springer
- 出版日期: 2026-01-03
- 售價: $10,070
- 貴賓價: 9.5 折 $9,567
- 語言: 英文
- 頁數: 245
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 3031962648
- ISBN-13: 9783031962646
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相關分類:
Edge computing
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相關主題
商品描述
This book discusses how Cloud, Fog, and Edge computing, alongside federated learning and blockchain, are revolutionizing healthcare systems by addressing the challenges of data management, privacy, and efficiency. Targeted at healthcare technology researchers, professionals, and advanced students, it explores how these technologies enhance patient care, data security, and organizational effectiveness. The book provides a detailed overview of how Cloud, Fog, and Edge computing work in healthcare, focusing on real-time data processing and secure data sharing. It covers integrating federated learning for privacy-preserving AI models, blockchain for ensuring data integrity, and the technical and regulatory challenges of implementing these systems in healthcare settings. Real-world case studies illustrate successful applications, while practical advice helps navigate common obstacles. A must-read for anyone involved in healthcare delivery, research, or policy, this book offers invaluable insights into the future of healthcare technology. It equips healthcare professionals and technologists with the knowledge to leverage these emerging tools to improve patient outcomes, safeguard electronic health records, and streamline healthcare delivery systems.
商品描述(中文翻譯)
本書探討了雲端計算(Cloud)、霧計算(Fog)和邊緣計算(Edge)如何與聯邦學習(federated learning)和區塊鏈(blockchain)結合,徹底改變醫療系統,解決數據管理、隱私和效率的挑戰。該書針對醫療科技研究人員、專業人士和高級學生,探討這些技術如何提升病患護理、數據安全和組織效能。書中詳細概述了雲端、霧和邊緣計算在醫療領域的運作,重點在於即時數據處理和安全數據共享。內容涵蓋了整合聯邦學習以保護隱私的人工智慧模型、利用區塊鏈確保數據完整性,以及在醫療環境中實施這些系統所面臨的技術和法規挑戰。實際案例研究展示了成功的應用,而實用建議則幫助讀者克服常見障礙。這本書是任何參與醫療服務、研究或政策的人士必讀的資料,提供了對醫療科技未來的寶貴見解。它使醫療專業人員和技術人員具備利用這些新興工具改善病患結果、保護電子健康紀錄和簡化醫療服務系統的知識。
作者簡介
Dr. Naween Kumar is an Assistant Professor in the School of Computer Science Engineering & Technology at Bennett University, Greater Noida, India. He earned his Ph.D. in Computer Science and Engineering from the National Institute of Technology Patna-800005, India, in 2021. His research expertise spans Sensor Networks (WSN, MANET, VNET, IoT), Optimization, and Cloud Computing. Dr. Kumar has authored over 60 articles published in refereed journals and at international conferences, along with contributing chapters to various academic books. He is actively involved in advisory roles for several start-ups and provides consultancy to industry leaders such as AWS, Microsoft, and Oracle. In addition to his academic work, Dr. Kumar collaborates with renowned professors from top QS-ranked universities worldwide. He also serves as a reviewer for prestigious journals published by IEEE, Elsevier, and Springer. Dr. Kumar is a member of the Computer Science Teachers Association (CSTA) and the International Association of Engineers (IAENG).
Dr. Shailendra Pratap Singh currently serves as an Associate Professor in the Department of Computer Science and Engineering at Madan Mohan Malaviya University of Technology, Gorakhpur-273010 (U.P.), India. His areas of expertise include Engineering Education, Optimization and its Applications, Artificial Intelligence, the Internet of Things (IoT), Algorithms, and Data Science. Dr. Singh earned his Ph.D. in Computer Science and Engineering from Motilal Nehru National Institute of Technology (MNNIT), Allahabad (Prayagraj), India, in 2017. He has approximately 15 years of academic experience, having served in various esteemed engineering institutions across the country. Over the course of his career, he has authored and published more than 75 high-impact research papers in reputed journals and conferences, including those organized by Springer, Elsevier, and IEEE. Additionally, he has authored and edited more than three scholarly books. He holds Bachelor's, Master's, and Doctoral degrees from premier institutions in India. His dedication to teaching is reflected in his innovative use of design thinking principles in classroom instruction. Beyond academia, Dr. Singh contributes as a consultant in the field of Industrial IoT and serves on the advisory boards of several start-ups and professional forums. He has also delivered more than 22 invited talks at various national and international conferences and symposiums.
Dr. Prithi Samuel is currently working as an Assistant Professor in the Department of Computational Intelligence at SRM Institute of Science and Technology, Kattankulathur Campus, Chennai. She has completed her Ph.D. in Information and Communication Engineering from Anna University, Chennai. She has got over 17 years of teaching experience in reputed engineering colleges in Tamil Nadu. She is a pioneer researcher in the areas of Automata Theory, Machine Learning, Deep Learning, Computational Intelligence Techniques, and the Internet of Things. She has published papers in leading International Journals and International Conferences and published books and book chapters in Wiley, Taylor and Francis, Springer and Elsevier. She is an active IEEE, ACM Member and holds an ISTE and IAENG lifetime membership.
Dr. Balamurugan Balusamy is currently working as an Associate Dean Student in Shiv Nadar University, Delhi-NCR. Prior to this assignment he was Professor, School of Computing Sciences & Engineering and Director International Relations at Galgotias University, Greater Noida, India. His contributions focus on Engineering Education, Block chain and Data Sciences. His Academic degrees and twelve years of experience working as a faculty in a global University like VIT University, Vellore has made him more receptive and prominent in his domain. He does have 200 plus high impact factor papers in Springer, Elsevier, and IEEE. He has done more than 80 Edited and authored books and collaborated with eminent professors across the world from top QS ranked university. Prof. Balamurugan Balusamy has served up to the position of Associate Professor in his stint of 12 years of experience with VIT University, Vellore. He had completed his Bachelors, Masters, and PhD Degrees from Top premier institutions from India. His passion is teaching and adapts different design thinking principles while delivering his lectures. He has published 80+ books on various technologies and visited 15 plus countries for his technical course. He has several top-notch conferences in his resume and has published over 200 of quality journal, conference and book chapters combined. He serves in the advisory committee for several start-ups and forums and does consultancy work for industry on Industrial IOT. He has given over 195 talks in various events and symposium.
Dr. Chander Prabha is currently working as a Professor in the Department of Computer Science and Engineering at Chitkara University Institute of Engineering and Technology, Chitkara University, Punjab, India. She had done her PhD (Computer Science Engineering) in 2017 and her ME in 2004. More than 20+ Years of Academic / Research Experience with many Publications at various National and International Conferences and International Journals. She has published many book chapters in CRC Press, Elsevier, IGI, and Wiley. She is the Guest Editor Journal of Artificial Intelligence and Internet of Things, Near East University, Turkey. Recently she is selected as a member of the Editorial Board of PLOS One Journal having an H-Index of 435. Also serves as an editor and reviewer of many international conferences and Journals of repute. Many online certifications are also there in her credit. She is a Lifetime member of educational societies like ISTE, IAENG, SCIEI, IIRJC, IACSIT, IEEE etc. Her areas of interest are wireless and mobile networks' architectures, protocols, performance evaluations, Machine learning, data analytics, and Law.
作者簡介(中文翻譯)
Dr. Naween Kumar 是印度大諾伊達班尼特大學計算機科學工程與技術學院的助理教授。他於2021年在印度巴特那國立技術學院獲得計算機科學與工程的博士學位。他的研究專長涵蓋感測器網路(WSN、MANET、VNET、IoT)、優化和雲計算。Kumar博士已發表超過60篇在同行評審的期刊和國際會議上發表的文章,並為多本學術書籍撰寫章節。他積極參與多家初創公司的顧問角色,並為AWS、Microsoft和Oracle等行業領導者提供諮詢。除了學術工作外,Kumar博士還與全球頂尖QS排名大學的知名教授合作。他還擔任IEEE、Elsevier和Springer等知名期刊的審稿人。Kumar博士是計算機科學教師協會(CSTA)和國際工程師協會(IAENG)的成員。
Dr. Shailendra Pratap Singh 目前擔任印度戈拉克布爾馬丹莫漢馬拉維亞科技大學計算機科學與工程系的副教授。他的專業領域包括工程教育、優化及其應用、人工智慧、物聯網(IoT)、演算法和數據科學。Singh博士於2017年在印度阿拉哈巴德(普拉亞格拉傑)的莫蒂拉爾尼赫魯國立技術學院(MNNIT)獲得計算機科學與工程的博士學位。他擁有約15年的學術經驗,曾在全國多所著名工程機構任教。在他的職業生涯中,他在知名期刊和會議上發表了超過75篇高影響力的研究論文,包括由Springer、Elsevier和IEEE主辦的會議。此外,他還撰寫和編輯了超過三本學術書籍。他擁有來自印度頂尖機構的學士、碩士和博士學位。他對教學的熱情體現在他在課堂教學中創新的設計思維原則的運用上。除了學術界,Singh博士還在工業物聯網領域擔任顧問,並在多家初創公司和專業論壇的顧問委員會中任職。他在各種國內外會議和研討會上發表了超過22場受邀演講。
Dr. Prithi Samuel 目前在印度金奈SRM科學與技術學院的計算智能系擔任助理教授。她在金奈的安娜大學獲得信息與通信工程的博士學位。她在泰米爾納德邦的知名工程學院擁有超過17年的教學經驗。她是自動機理論、機器學習、深度學習、計算智能技術和物聯網領域的先驅研究者。她在領先的國際期刊和國際會議上發表了多篇論文,並在Wiley、Taylor and Francis、Springer和Elsevier出版了書籍和書章。她是IEEE和ACM的活躍成員,並持有ISTE和IAENG的終身會員資格。
Dr. Balamurugan Balusamy 目前在德里-NCR的Shiv Nadar大學擔任副院長學生。在此之前,他是印度大諾伊達的Galgotias大學計算科學與工程學院的教授及國際關係主任。他的貢獻集中在工程教育、區塊鏈和數據科學。他的學術學位和在VIT大學(維洛爾)等全球大學的十二年教學經驗使他在其領域更具敏感性和知名度。他在Springer、Elsevier和IEEE上發表了超過200篇高影響因子論文。他編輯和撰寫了超過80本書籍,並與來自全球頂尖QS排名大學的知名教授合作。Balamurugan Balusamy教授在VIT大學的12年經驗中晉升至副教授職位。他在印度頂尖機構獲得學士、碩士和博士學位。他熱愛教學,並在授課時運用不同的設計思維原則。他已出版超過80本有關各種技術的書籍,並因其技術課程訪問了15個以上的國家。他的履歷中有多個頂尖會議,並已發表超過200篇高品質的期刊、會議和書章。他在多家初創公司和論壇的顧問委員會中任職,並為工業物聯網提供諮詢服務。他在各種活動和研討會上發表了超過195場演講。
Dr. Chander Prabha 目前在印度旁遮普的Chitkara大學工程與技術學院擔任計算機科學與工程系的教授。她於2017年獲得計算機科學工程的博士學位,並於2004年獲得碩士學位。她擁有超過20年的學術/研究經驗,並在各種國內和國際會議及國際期刊上發表了多篇論文。她在CRC Press、Elsevier、IGI和Wiley出版了多本書章。她是土耳其近東大學《人工智慧與物聯網期刊》的客座編輯。最近,她被選為PLOS One期刊編輯委員會成員,該期刊的H指數為435。她還擔任多個國際會議和知名期刊的編輯和審稿人。她還擁有多項在線證書。她是ISTE、IAENG、SCIEI、IIRJC、IACSIT、IEEE等教育社團的終身會員。她的研究興趣包括無線和移動網路的架構、協議、性能評估、機器學習、數據分析和法律。