期刊
SUSTAINABLE CITIES AND SOCIETY
卷 66, 期 -, 页码 -出版社
ELSEVIER
DOI: 10.1016/j.scs.2020.102655
关键词
Smart cities; Cyber security; Deep learning; A review
资金
- National Natural Science Foundation of China (NSFC) [61902203]
- Key Research and Development Plan -Major Scientific and Technological Innovation Projects of ShanDong Province [2019JZZY020101]
Smart cities bring about changes in people's lives, while also posing hidden cyber security risks. The current development of cyber security is unable to keep pace with global smart city technologies, making correct design based on deep learning methods essential for protecting smart city networks. This paper summarizes concepts of Smart Cities, Cyber Security, and Deep Learning, as well as discusses related work on IoT security in smart cities, deep learning models, cyber security applications, and future trends in smart city cyber security.
On the one hand, smart cities have brought about various changes, aiming to revolutionize people?s lives. On the other hand, while smart cities bring better life experiences and great convenience to people?s lives, there are more hidden dangers of cyber security, including information leakage and malicious cyber attacks. The current cyber security development cannot keep up with the eager adoption of global smart city technologies so correct design based on deep learning methods is essential to protect smart city cyber. This paper summarizes the knowledge and interpretation of Smart Cities (SC), Cyber Security (CS), and Deep Learning (DL) concepts as well as discussed existing related work on IoT security in smart cities. Specifically, we briefly reviewed several deep learning models, including Boltzmann machines, restricted Boltzmann machines, deep belief networks, recurrent neural networks, convolutional neural networks, and generative adversarial networks. Then we introduced cyber security applications and use cases based on deep learning technology in smart cities. Finally, we describe the future development trend of smart city cyber security.
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