Cybersecurity in Robotic Autonomous Vehicles: Machine Learning Applications to Detect Cyber Attacks
暫譯: 機器人自主車輛中的網路安全：機器學習應用於檢測網路攻擊
Alruwaili, Ahmed, Islam, Sardar M. N., Gondal, Iqbal
- 出版商: CRC
- 出版日期: 2025-03-20
- 售價: $2,580
- 貴賓價: 9.5 折 $2,451
- 語言: 英文
- 頁數: 90
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 1041006403
- ISBN-13: 9781041006404
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相關分類:
機器人製作 Robots、Machine Learning、資訊安全
海外代購書籍(需單獨結帳)
相關主題
商品描述
Cybersecurity in Robotic Autonomous Vehicles introduces a novel intrusion detection system (IDS) specifically designed for AVs, which leverages data prioritisation in CAN IDs to enhance threat detection and mitigation. It offers a pioneering intrusion detection model for AVs that uses machine and deep learning algorithms.
Presenting a new method for improving vehicle security, the book demonstrates how the IDS has incorporated machine learning and deep learning frameworks to analyse CAN bus traffic and identify the presence of any malicious activities in real time with high level of accuracy. It provides a comprehensive examination of the cybersecurity risks faced by AVs with a particular emphasis on CAN vulnerabilities and the innovative use of data prioritisation within CAN IDs.
The book will interest researchers and advanced undergraduate students taking courses in cybersecurity, automotive engineering, and data science. Automotive industry and robotics professionals focusing on Internet of Vehicles and cybersecurity will also benefit from the contents.
商品描述(中文翻譯)
《機器人自主車輛的網路安全》介紹了一種專為自駕車（AVs）設計的新型入侵檢測系統（IDS），該系統利用CAN ID中的數據優先級來增強威脅檢測和緩解。它提供了一個開創性的入侵檢測模型，使用機器學習和深度學習算法來應對自駕車的安全挑戰。
本書展示了一種改善車輛安全的新方法，說明了IDS如何整合機器學習和深度學習框架來分析CAN總線流量，並以高準確度實時識別任何惡意活動的存在。它全面檢視了自駕車面臨的網路安全風險，特別強調了CAN的脆弱性以及在CAN ID中創新使用數據優先級的方式。
本書將吸引從事網路安全、汽車工程和數據科學課程的研究人員和高年級本科生。專注於車聯網和網路安全的汽車產業及機器人專業人士也將從中受益。
作者簡介
Mr. Ahmed Alruwaili is a researcher specialising in cyber security, artificial intelligence, and quantum computing. He received his Bachelor of Computer Science in computer science and information from Aljouf University, Saudi Arabia, in 2013, and a Master of Information Technology with a focus on cyber security from Deakin University, Australia, in 2019. Currently, he is pursuing his PhD at Victoria University, Australia, where he focuses on enhancing security frameworks for the Internet of Vehicles. His research bridges theoretical concepts and practical applications in areas such as cyber security, artificial intelligence, game theory, distributed systems security, machine autonomy, and quantum computing. An active member of the Institute for Systems and Technologies of Information, Control and Communication (INSTICC), and the Australian Information Security Association (AISA), Mr. Alruwaili is committed to contributing to the academic community and staying at the forefront of developments in his field.
Dr. Sardar M. N. Islam (Naz) is currently a professor at Victoria University, Australia. He is also a distinguished visiting professor of artificial intelligence at UnSri and a distinguished visiting professor of quantum technologies and computing at BIT; adjunct professor of IT and business at Armstrong Institute, Melbourne; and editor-in-chief of International Transactions on Artificial Intelligence. Professor Islam adopts a global and humanistic approach in his research and academic works. He has published 31 scholarly authored academic books and 4 edited books with prestigious international publishers in different disciplines, including computer science. Professor Islam has also published approx. 250 articles, including some of the leading international journal articles in his specialised research areas.
Dr. Iqbal Gondal is Associate Dean in Cloud, Systems and Security, and Deputy Director (cybersecurity) Sir Lawrence Wackett Defence & Aerospace Centre (SLWDAC) in Royal Melbourne Institute of Technology (RMIT), Australia. He has worked in industry and academia for 25 years in both Singapore and Australia. He was the director of Internet Commerce Security Lab (ICSL) for seven years to conduct translational research in cybersecurity. Previously, he was the director of ICT strategy for the faculty of IT in Monash, India. He is a fellow of Institute of Engineers Australia, member of IEEE USA, and graduate member of Australian Institute of Company Directors (GAICD). Dr. Gondal worked as a research fellow and a senior software systems engineer for seven years in Singapore and Australia with Delphi (GM), Singapore Manufacturing Technology (SimTech) centre, and other industries working on design and development, project management, system design and integration, SCADA, intelligent techniques, adaptive systems, and wireless switches for financial services. He has published over 219-refereed conference and journal papers, and he is a an experienced HDR supervisor. Dr. Gondal was a member of the University Governing Council & Engineering Advisory Committee, Non-Exec Director of Oceania Cyber Security Centre, and University engagement for the Defence Science Institute.
作者簡介(中文翻譯)
阿哈邁德·阿魯維利（Mr. Ahmed Alruwaili）是一位專注於網路安全、人工智慧和量子計算的研究員。他於2013年在沙烏地阿拉伯的阿爾喬夫大學獲得計算機科學與資訊的學士學位，並於2019年在澳洲的迪肯大學獲得以網路安全為重點的資訊科技碩士學位。目前，他正在澳洲維多利亞大學攻讀博士學位，專注於增強車聯網的安全框架。他的研究橋接了理論概念與實際應用，涵蓋網路安全、人工智慧、博弈論、分散式系統安全、機器自主性和量子計算等領域。阿魯維利先生是資訊、控制與通訊系統技術研究所（INSTICC）和澳洲資訊安全協會（AISA）的活躍成員，致力於為學術社群做出貢獻，並保持在其領域發展的前沿。
薩達爾·M·N·伊斯蘭博士（Dr. Sardar M. N. Islam）（Naz）目前是澳洲維多利亞大學的教授。他同時也是印尼斯里大學的人工智慧特聘訪問教授，以及比特大學的量子技術與計算特聘訪問教授；還擔任墨爾本阿姆斯壯研究所的資訊科技與商業兼任教授；並且是《國際人工智慧交易》（International Transactions on Artificial Intelligence）的主編。伊斯蘭教授在其研究和學術工作中採取全球性和人文主義的方式。他已經出版了31本學術著作和4本編輯書籍，與不同學科的知名國際出版社合作，包括計算機科學。伊斯蘭教授還發表了約250篇文章，其中包括他專業研究領域的一些領先國際期刊文章。
伊克巴爾·貢達爾博士（Dr. Iqbal Gondal）是澳洲皇家墨爾本理工大學（RMIT）雲端、系統與安全的副院長，以及Sir Lawrence Wackett國防與航空中心（SLWDAC）的副主任（網路安全）。他在新加坡和澳洲的產業和學術界工作了25年。他曾擔任網路商務安全實驗室（ICSL）主任七年，進行網路安全的轉化研究。之前，他是印度莫納什大學資訊科技學院的ICT策略主任。他是澳洲工程師協會的院士、美國IEEE的成員，以及澳洲公司董事協會的畢業會員（GAICD）。貢達爾博士曾在新加坡和澳洲的德爾福（GM）、新加坡製造技術中心（SimTech）及其他產業擔任研究員和高級軟體系統工程師七年，專注於設計與開發、專案管理、系統設計與整合、SCADA、智能技術、自適應系統和金融服務的無線開關。他已發表超過219篇經審稿的會議和期刊論文，並且是一位經驗豐富的HDR指導教授。貢達爾博士曾是大學治理委員會及工程諮詢委員會的成員，並擔任大洋洲網路安全中心的非執行董事，以及國防科學研究所的大學參與者。
