AI-empowered loT Security for Smart Cities

被引:42
作者
Lv, Zhihan [1 ,5 ]
Qiao, Liang [1 ,5 ]
Singh, Amit Kumar [2 ]
Wang, Qingjun [3 ,4 ]
机构
[1] Sch Data Sci & Software Engn, Qingdao 266071, Peoples R China
[2] Natl Inst Technol Patna, Dept Comp Sci & Engn, Patna 800005, Bihar, India
[3] Shenyang Aerosp Univ, Shenyang 110136, Peoples R China
[4] Nanjing Univ Aeronaut, Nanjing, Peoples R China
[5] Qingdao Univ, Coll Comp Sci & Technol, Qingdao 266071, Peoples R China
基金
中国国家自然科学基金;
关键词
Smart city; internet of things security; artificial intelligence; LoRa communication; REBEB; INTERNET-OF-THINGS; ARCHITECTURES; MANAGEMENT; IOT;
D O I
10.1145/3406115
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Smart cities fully utilize the new generation of Internet of Things (IoT) technology in the process of urban informatization to optimize the urban management and service. However, in the IoT system, while information exchange and communication, wireless sensor network devices may not be able to resist all forms of attacks, which may lead to security issues such as user data disclosure. Aiming at the information security risks in smart city, the typical technologies in IoT is analyzed from the perspective of IoT perception layer and provides corresponding security solutions for the existing security threats. Regarding the communication security, the emerging wireless technology, long range (LoRa), is discussed, and the performance of wireless communication protocol is analyzed through simulation experiments, to verify that the IoT technology based on LoRa communication technology can improve the security of the system in the construction of smart city. The results show that REBEB, a new backoff algorithm, is similar to the binary exponential backoff algorithm in terms of throughput performance. REBEB focuses more on fairness, which is up to 0.985, and to a certain extent, its security is significantly improved. The fairness of REBEB algorithm is more than 0.4 in different nodes and competing windows, and the fairness of the system is better when the number of nodes is small. To sum up, the loT system based on LoRa communication can effectively improve the security performance of the system in the construction of smart city and avoid the security threats in the IoT signal transmission.
引用
收藏
页数:20
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