Blockchains for Artificial Intelligence of Things: A Comprehensive Survey

被引:6
|
作者
Shen, Meng [1 ]
Gu, Aijing [1 ]
Kang, Jiawen [2 ]
Tang, Xiangyun [3 ]
Lin, Xiaodong [4 ]
Zhu, Liehuang [1 ]
Niyato, Dusit [5 ]
机构
[1] Beijing Inst Technol, Sch Cyberspace Sci & Technol, Beijing 100081, Peoples R China
[2] Guangdong Univ Technol, Sch Automat, Guangzhou 510006, Peoples R China
[3] Minzu Univ China, Sch Informat Engn, Beijing 100086, Peoples R China
[4] Univ Guelph, Sch Comp Sci, Guelph, ON N1G 1Y4, Canada
[5] Nanyang Technol Univ, Sch Comp Sci & Engn, Singapore, Singapore
基金
新加坡国家研究基金会; 北京市自然科学基金;
关键词
Artificial Intelligence of Things (AIoT); blockchain; deep learning (DL); machine learning (ML); ACCESS-CONTROL MECHANISM; INDUSTRIAL INTERNET; RESOURCE-ALLOCATION; MOBILE BLOCKCHAIN; SYSTEMS; SECURE; IOT; AUTHENTICATION; TECHNOLOGY; MANAGEMENT;
D O I
10.1109/JIOT.2023.3268705
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
With the rapid advances in information and communication technologies, the Internet of Things (IoT) has become large and complex, bearing tremendous amounts of data and running devices in various scenarios. Leveraging artificial intelligence (AI) technologies, IoT can achieve superior information extraction, data analytics, and decision making, which has resulted in the revolutionized AI of Things (AIoT). AIoT can alleviate the pressure of storage, computation, and communication. Despite the promising features brought by combining AI technologies into IoT infrastructure, AIoT systems still face some serious challenges including inadequate efficiency, violation of security and privacy, lack of trust, and insufficient incentive. Blockchain featured by its distributed consensus and incentive mechanisms can be a promising technology for addressing the challenges in AIoT. AIoT employing blockchain is evolving with expectations of achieving efficient, secure, and trusted network activities. In this article, we first introduce the background of AIoT and blockchain. Then, we discuss the motivations for employing blockchain with its characteristics in AIoT. Furthermore, we comprehensively review existing solutions on blockchain for AIoT systems from the aspects of efficiency, security, privacy, trust, and incentive. Finally, we discuss the challenges and future research directions on blockchain for AIoT.
引用
收藏
页码:14483 / 14506
页数:24
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