关键基础设施安全的人工智能:概念、挑战和未来方向

Muna Al-Hawawreh, Zubair A. Baig, S. Zeadally
{"title":"关键基础设施安全的人工智能:概念、挑战和未来方向","authors":"Muna Al-Hawawreh, Zubair A. Baig, S. Zeadally","doi":"10.1109/IOTM.001.2300181","DOIUrl":null,"url":null,"abstract":"Artificial intelligence (AI) plays an increasingly important role in security, particularly in view of constantly evolving adversarial tactics and techniques. For Critical Infrastructures (CIs), the demand for AI-based security solutions is essential in an increasingly connected world of heterogeneous CI devices and through evolution of attack vectors. We study how AI could provide better CI security and prevent cyber-attacks. An extensive survey of popular AI models currently adopted for intrusion/attack detection, privacy, trust management, and authentication for CIs is presented. We also propose use cases to describe how AI is used to enable zero trust in industrial control systems and to provide cyber resilience. Based on the study, we also elaborate upon some prominent challenges which must be addressed in the future for adopting reliable and trusted AI for CI security.","PeriodicalId":235472,"journal":{"name":"IEEE Internet of Things Magazine","volume":"23 2","pages":"136-142"},"PeriodicalIF":0.0000,"publicationDate":"2024-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"AI for Critical Infrastructure Security: Concepts, Challenges, and Future Directions\",\"authors\":\"Muna Al-Hawawreh, Zubair A. Baig, S. Zeadally\",\"doi\":\"10.1109/IOTM.001.2300181\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Artificial intelligence (AI) plays an increasingly important role in security, particularly in view of constantly evolving adversarial tactics and techniques. For Critical Infrastructures (CIs), the demand for AI-based security solutions is essential in an increasingly connected world of heterogeneous CI devices and through evolution of attack vectors. We study how AI could provide better CI security and prevent cyber-attacks. An extensive survey of popular AI models currently adopted for intrusion/attack detection, privacy, trust management, and authentication for CIs is presented. We also propose use cases to describe how AI is used to enable zero trust in industrial control systems and to provide cyber resilience. Based on the study, we also elaborate upon some prominent challenges which must be addressed in the future for adopting reliable and trusted AI for CI security.\",\"PeriodicalId\":235472,\"journal\":{\"name\":\"IEEE Internet of Things Magazine\",\"volume\":\"23 2\",\"pages\":\"136-142\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2024-07-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"IEEE Internet of Things Magazine\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/IOTM.001.2300181\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"IEEE Internet of Things Magazine","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/IOTM.001.2300181","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

摘要

人工智能(AI)在安全领域发挥着越来越重要的作用,特别是考虑到对手不断演变的战术和技术。对于关键基础设施(CI)来说,在异构 CI 设备连接日益紧密、攻击载体不断演变的世界中,对基于人工智能的安全解决方案的需求至关重要。我们研究了人工智能如何提供更好的 CI 安全和预防网络攻击。我们对目前用于入侵/攻击检测、隐私保护、信任管理和 CI 身份验证的流行人工智能模型进行了广泛调查。我们还提出了使用案例,描述如何利用人工智能实现工业控制系统的零信任,并提供网络弹性。在研究的基础上,我们还阐述了未来在采用可靠、可信的人工智能确保 CI 安全方面必须应对的一些突出挑战。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
AI for Critical Infrastructure Security: Concepts, Challenges, and Future Directions
Artificial intelligence (AI) plays an increasingly important role in security, particularly in view of constantly evolving adversarial tactics and techniques. For Critical Infrastructures (CIs), the demand for AI-based security solutions is essential in an increasingly connected world of heterogeneous CI devices and through evolution of attack vectors. We study how AI could provide better CI security and prevent cyber-attacks. An extensive survey of popular AI models currently adopted for intrusion/attack detection, privacy, trust management, and authentication for CIs is presented. We also propose use cases to describe how AI is used to enable zero trust in industrial control systems and to provide cyber resilience. Based on the study, we also elaborate upon some prominent challenges which must be addressed in the future for adopting reliable and trusted AI for CI security.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
Ubiquitous Integrated Sensing and Communications for Massive MIMO LEO Satellite Systems AI for Critical Infrastructure Security: Concepts, Challenges, and Future Directions Mentor's Musings on Integrated Sensing & Communication - A Major Leap Towards an Ubiquitous IoT Paradigm IEEE Medala of Honor Cover 4
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1