Ai-Enabled Threat Detection and Security Analysis for Industrial Iot
暫譯: 工業物聯網的人工智慧驅動威脅檢測與安全分析
Karimipour, Hadis, Derakhshan, Farnaz
相關主題
商品描述
Each chapter corresponds to an important snapshot including an overview of the opportunities and challenges of realizing the AI in IIoT environments, issues related to data security, privacy and application of blockchain technology in the IIoT environment. This book also examines more advanced and specific topics in AI-based solutions developed for efficient anomaly detection in IIoT environments. Different AI/ML techniques including deep representation learning, Snapshot Ensemble Deep Neural Network (SEDNN), federated learning and multi-stage learning are discussed and analysed as well. Researchers and professionals working in computer security with an emphasis on the scientific foundations and engineering techniques for securing IIoT systems and their underlying computing and communicating systems will find this book useful as a reference. The content of this book will be particularly useful for advanced-level students studying computer science, computer technology, cyber security, and information systems. It also applies to advanced-level students studying electrical engineering and system engineering, who would benefit from the case studies.
商品描述(中文翻譯)
本書提供了關於網路物理系統（CPS）和工業物聯網（IIoT）在安全性和隱私方面的最新發展。更具體地說，本書討論了CPS和IIoT系統中的安全挑戰，以及如何利用人工智慧（AI）和機器學習（ML）來應對這些挑戰。此外，本書提出了各種防禦策略，包括針對不同IIoT應用的智能網路攻擊和異常檢測算法。
每一章節都對應著一個重要的快照，包括實現AI在IIoT環境中的機會和挑戰的概述、與數據安全、隱私相關的問題，以及區塊鏈技術在IIoT環境中的應用。本書還探討了針對IIoT環境中高效異常檢測而開發的基於AI的解決方案中的更高級和具體的主題。不同的AI/ML技術，包括深度表示學習、快照集成深度神經網絡（SEDNN）、聯邦學習和多階段學習也將被討論和分析。
從事計算機安全研究的研究人員和專業人士，特別是強調保障IIoT系統及其基礎計算和通信系統的科學基礎和工程技術，將會發現本書作為參考資料非常有用。本書的內容對於學習計算機科學、計算機技術、網路安全和資訊系統的高級學生尤其有幫助。它同樣適用於學習電機工程和系統工程的高級學生，這些學生將從案例研究中受益。
作者簡介
Hadis Karimipour is the director of Smart Grid Lab in the School of Engineering, University of Guelph, Ontario, Canada. She received a Ph.D. degree in Energy System from the Department of Electrical and Computer Engineering in the University of Alberta in Feb. 2016. Before joining the University of Guelph, she was a postdoctoral fellow in University of Calgary working on cybersecurity of the smart power grids. She is currently an Assistant Professor at the School of Engineering, Engineering Systems and Computing Group, at the University of Guelph, Ontario, Canada. Her research interests include large-scale power system state estimation, cyber-physical modeling, cyber-security of the smart grids, and parallel and distributed computing. She is a member of IEEE and IEEE Computer Society. She serves as the Chair of the IEEE Women in Engineering (WIE) and Chapter Chair of IEEE Information Theory in the Kitchener-Waterloo section.
Farnaz Derakhshan is Assistant Professor, and the Director of Multi-Agent Systems laboratory at Faculty of Electrical and Computer Engineering, University of Tabriz, Iran. She received her PhD in Artificial Intelligence from the University of Liverpool, in the UK. Her main research interests include multi-agent systems and its applications, normative multi-agent systems, multi-agent learning, Internet of Things and swarm intelligence.
作者簡介(中文翻譯)
**Hadis Karimipour** 是加拿大安大略省圭爾夫大學工程學院智慧電網實驗室的主任。她於2016年2月在阿爾伯塔大學電機與計算機工程系獲得能源系統的博士學位。在加入圭爾夫大學之前，她曾在卡爾加里大學擔任博士後研究員，專注於智慧電網的網路安全。她目前是圭爾夫大學工程學院工程系統與計算組的助理教授。她的研究興趣包括大規模電力系統狀態估計、網路物理建模、智慧電網的網路安全，以及平行與分散式計算。她是IEEE及IEEE計算機學會的成員，並擔任IEEE女性工程師（WIE）主席及基奇納-滑鐵盧區域IEEE資訊理論分會的主席。
**Farnaz Derakhshan** 是伊朗塔布里茲大學電機與計算機工程系的助理教授及多代理系統實驗室的主任。她在英國利物浦大學獲得人工智慧的博士學位。她的主要研究興趣包括多代理系統及其應用、規範性多代理系統、多代理學習、物聯網及群體智慧。
