Edge Intelligent Computing Systems in Different Domains
暫譯: 不同領域的邊緣智能計算系統
Picano, Benedetta, Fantacci, Romano
- 出版商: Springer
- 出版日期: 2024-01-11
- 售價: $2,420
- 貴賓價: 9.5 折 $2,299
- 語言: 英文
- 頁數: 88
- 裝訂: Quality Paper - also called trade paper
- ISBN: 3031494717
- ISBN-13: 9783031494710
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相關分類:
Edge computing、大數據 Big-data、Machine Learning
海外代購書籍(需單獨結帳)
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相關主題
商品描述
This book provides a comprehensive and systematic exploration of next-generation Edge Intelligence (EI) Networks. It delves deep into the critical design considerations within this context, emphasizing the necessity for functional and dependable interactions between networking strategies and the diverse application scenarios. This should help assist to encompass a wide range of environments.
This book also discusses topics such as resource optimization, incentive mechanisms, channel prediction and cutting-edge technologies, which includes digital twins and advanced machine learning techniques. It underscores the importance of functional integration to facilitate meaningful collaborations between networks and systems, while operating across heterogeneous environments aiming support novel and disruptive human-oriented services and applications. Valuable insights into the stringent requirements for intelligence capabilities, communication latency and real-time response are discussed. This characterizes the new EI era, driving the creation of comprehensive cross-domain architectural ecosystems that infuse human-like intelligence into every aspect of emerging EI systems.
This book primarily targets advanced-level students as well as postdoctoral researchers, who are new to this field and are searching for a comprehensive understanding of emerging EI systems. Practitioners seeking guidance in the development and implementation of EI systems in practical contexts will also benefit from this book.
商品描述(中文翻譯)
這本書提供了對下一代邊緣智能(Edge Intelligence, EI)網絡的全面且系統性的探索。它深入探討了在這一背景下的關鍵設計考量,強調了網絡策略與多樣化應用場景之間進行功能性和可靠性互動的必要性,這有助於涵蓋廣泛的環境。
本書還討論了資源優化、激勵機制、通道預測以及尖端技術等主題,包括數位雙胞胎和先進的機器學習技術。它強調了功能整合的重要性,以促進網絡與系統之間的有意義合作,同時在異構環境中運作,旨在支持新穎且顛覆性的以人為本的服務和應用。書中討論了對智能能力、通信延遲和實時響應的嚴格要求,這些特徵定義了新的EI時代,推動了全面的跨域架構生態系統的創建,將類人智能注入新興EI系統的每一個方面。
本書主要針對高級學生以及剛進入此領域的博士後研究人員,幫助他們全面理解新興的EI系統。尋求在實際情境中開發和實施EI系統指導的從業者也將從本書中受益。
作者簡介
Benedetta Picano (M20) received the B.S. degree in Computer Science, as the M.Sc. degree in Computer Engineering, from the University of Florence, where she received the Ph.D. degree in Information Engineering. She was a visiting researcher at the University of Houston. Her research fields include matching theory, nonlinear time series analysis, digital twins, microservices, resource allocation in edge and fog computing infrastructures, and machine learning. Dr. Picano currently serves as Associate Editor for IEEE Transaction on Vehicular technology and Peer-to-peer Networking and Applications journal.
Romano Fantacci (LF23) is a Full Professor of Computer Networks at the University of Florence, Florence, Italy. He was elected Fellow of the IEEE in 2005 for contributions to wireless communication networks. His research focuses on wireless communication networks, Edge intelligent networks, networks modeling and analysis. He has received several awards in recognition of his research contributions. These awards include the IEE Benefactor Premium, the 2002 IEEE Distinguished Contributions to Satellite Communications Award, the 2015 IEEE WTC Recognition Award, the IEEE sister society AEIT Young Research Award, and Best Paper awards at IEEE international conferences. He has actively participated in the organization and technical program committees of numerous IEEE international conferences. Additionally, he is a member of the Editorial Board for IEEE COMSOC Technical Journals. Currently, he is an IEEE Life Fellow and holds positions on the Steering Committee of IEEE Wireless Letters and the IEEE Fellows Committee.
作者簡介(中文翻譯)
Benedetta Picano (M20) 於佛羅倫斯大學獲得計算機科學學士學位及計算機工程碩士學位,並在該校獲得資訊工程博士學位。她曾擔任休斯頓大學的訪問研究員。她的研究領域包括匹配理論、非線性時間序列分析、數位雙胞胎、微服務、邊緣計算和霧計算基礎設施中的資源分配,以及機器學習。Picano 博士目前擔任《IEEE 車輛技術學報》和《點對點網絡與應用》期刊的副編輯。
Romano Fantacci (LF23) 是佛羅倫斯大學的計算機網絡全職教授,位於意大利佛羅倫斯。他於2005年被選為IEEE Fellow,以表彰其對無線通信網絡的貢獻。他的研究重點是無線通信網絡、邊緣智能網絡、網絡建模和分析。他因其研究貢獻獲得多項獎項,包括IEE Benefactor Premium、2002年IEEE衛星通信傑出貢獻獎、2015年IEEE WTC認可獎、IEEE姊妹社團AEIT青年研究獎,以及在IEEE國際會議上獲得的最佳論文獎。他積極參與多個IEEE國際會議的組織和技術程序委員會。此外,他還是IEEE COMSOC技術期刊的編輯委員會成員。目前,他是IEEE終身會士,並在IEEE無線通訊快報的指導委員會和IEEE會士委員會中擔任職位。