Cloud Computing for Optimization: Foundations, Applications, and Challenges
暫譯: 雲端運算優化:基礎、應用與挑戰
Mishra, Bhabani Shankar Prasad, Das, Himansu, Dehuri, Satchidananda
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商品描述
This book discusses harnessing the real power of cloud computing in optimization problems, presenting state-of-the-art computing paradigms, advances in applications, and challenges concerning both the theories and applications of cloud computing in optimization with a focus on diverse fields like the Internet of Things, fog-assisted cloud computing, and big data. In real life, many problems - ranging from social science to engineering sciences - can be identified as complex optimization problems. Very often these are intractable, and as a result researchers from industry as well as the academic community are concentrating their efforts on developing methods of addressing them. Further, the cloud computing paradigm plays a vital role in many areas of interest, like resource allocation, scheduling, energy management, virtualization, and security, and these areas are intertwined with many optimization problems. Using illustrations and figures, this book offers students and researchers a clear overview of the concepts and practices of cloud computing and its use in numerous complex optimization problems.
商品描述(中文翻譯)
本書探討如何在優化問題中充分利用雲計算的真正力量,介紹最先進的計算範式、應用進展以及與雲計算在優化理論和應用方面相關的挑戰,重點關注物聯網、霧輔助雲計算和大數據等多樣化領域。在現實生活中,許多問題——從社會科學到工程科學——都可以被識別為複雜的優化問題。這些問題往往是難以處理的,因此來自產業界和學術界的研究人員正集中精力開發解決這些問題的方法。此外,雲計算範式在許多感興趣的領域中扮演著至關重要的角色,如資源分配、排程、能源管理、虛擬化和安全性,這些領域與許多優化問題密切相關。本書通過插圖和圖形,為學生和研究人員提供了雲計算概念及其在眾多複雜優化問題中的應用的清晰概述。