Internet of Things (IoT) Security Intelligence: A Comprehensive Overview, Machine Learning Solutions and Research Directions
Internet of Things (IoT) Security Intelligence: A Comprehensive Overview, Machine Learning Solutions and Research Directions
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DOI：
10.1007/s11036-022-01937-3
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发表时间：
2022-03-14
影响因子：
3.8
通讯作者：
Alsolami, Fawaz
中科院分区：
文献类型：
--
作者：
Sarker, Iqbal H.;Khan, Asif Irshad;Alsolami, Fawaz
物联网（IoT）是当今应用最广泛的技术之一，它以各种方式对我们的生活产生了重大影响，包括社会，商业和经济方面。从教育到智慧城市，在广泛的应用领域为消费者提供自动化、生产力和舒适度方面，现在和未来的物联网技术对提高人类生活的整体质量有着巨大的希望。然而，网络攻击和威胁极大地影响了物联网环境下的智能应用。考虑到各种攻击和威胁的日益猖獗，传统的物联网安全技术已经不足以应对当前的安全挑战。利用人工智能（AI）专业知识，特别是机器和深度学习解决方案，是为下一代物联网系统提供动态增强和最新安全系统的关键。在本文中，我们全面介绍了物联网安全智能，它建立在机器和深度学习技术的基础上，从原始数据中提取见解，以智能地保护物联网设备免受各种网络攻击。最后，在本研究的基础上，提出了研究范围内的相关研究问题和未来发展方向。总体而言，本文希望为在物联网背景下工作的网络安全专家和研究人员提供参考点和指南，特别是从技术角度来看。
The Internet of Things (IoT) is one of the most widely used technologies today, and it has a significant effect on our lives in a variety of ways, including social, commercial, and economic aspects. In terms of automation, productivity, and comfort for consumers across a wide range of application areas, from education to smart cities, the present and future IoT technologies hold great promise for improving the overall quality of human life. However, cyber-attacks and threats greatly affect smart applications in the environment of IoT. The traditional IoT security techniques are insufficient with the recent security challenges considering the advanced booming of different kinds of attacks and threats. Utilizing artificial intelligence (AI) expertise, especially machine and deep learning solutions, is the key to delivering a dynamically enhanced and up-to-date security system for the next-generation IoT system. Throughout this article, we present a comprehensive picture on IoT security intelligence, which is built on machine and deep learning technologies that extract insights from raw data to intelligently protect IoT devices against a variety of cyber-attacks. Finally, based on our study, we highlight the associated research issues and future directions within the scope of our study. Overall, this article aspires to serve as a reference point and guide, particularly from a technical standpoint, for cybersecurity experts and researchers working in the context of IoT.