Towards Energy-Efficient and Secure Data Transmission in AI-Enabled Software Defined Industrial Networks

被引：34

作者：

Fang, Weidong ^{[1
,2
,3
]}

Zhu, Chunsheng ^{[4
,5
]}

Yu, F. Richard ^{[6
,7
]}

Wang, Kun ^{[8
]}

Zhang, Wuxiong ^{[1
,2
,3
]}

机构：

[1] Chinese Acad Sci, Sci & Technol Microsyst Lab, Shanghai Inst Microsyst & Informat Technol, Shanghai 200051, Peoples R China

[2] Shanghai Res & Dev Ctr Micronano Elect, Shanghai 201210, Peoples R China

[3] Univ Chinese Acad Sci, Beijing 100049, Peoples R China

[4] Southern Univ Sci & Technol, Inst Future Networks, Shenzhen 518055, Peoples R China

[5] Peng Cheng Lab, Shenzhen 518055, Peoples R China

[6] Carleton Univ, Sch Informat Technol, Ottawa, ON K1S 5B6, Canada

[7] Carleton Univ, Dept Syst & Comp Engn, Ottawa, ON K1S 5B6, Canada

[8] Univ Calif Los Angeles, Dept Elect & Comp Engn, Los Angeles, CA 90095 USA

来源：

IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS | 2022年 / 18卷 / 06期

基金：

国家重点研发计划;

关键词：

Energy efficiency; Security; Measurement; Energy consumption; Sensors; Costs; Data communication; Artificial intelligence (AI); data transmission; energy efficiency; security; software defined industrial network (SDIN); ROUTING PROTOCOL; AUTHENTICATION; SCHEME;

D O I：

10.1109/TII.2021.3122370

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

Currently, increasing attention is devoted to artificial intelligence (AI) enabled software defined industrial networks (AI-SDINs). Toward energy-efficient and secure data transmission in AI-SDINs, a metric called energy-cost-per-useful-bit (ECPUB), which means energy cost of transmitting per useful bit is presented to evaluate energy efficiency and a novel energy-efficiency based secure multipath routing scheme is then put forward. Specifically, the ECPUB incorporates the utility and the law of diminishing marginal utility, for revealing the relationship among energy consumption, residual energy, and useful bits required. Moreover, in this article, an energy-efficiency based secure multipath routing scheme ((ESMR)-S-2) is proposed by adopting the ECPUB and (t, n) threshold secret sharing scheme, for enhancing the security under the premise of guaranteeing energy efficiency. Extensive simulation results show that ECPUB can evaluate the energy efficiency and facilitate the balance of network load, while (ESMR)-S-2 can prolong the lifetime of the network and simultaneously ensure the network functionality securely.

引用

页码：4265 / 4274

页数：10

共 24 条

[21] Artificial-Intelligence-Driven Customized Manufacturing Factory: Key Technologies, Applications, and Challenges [J].

Wan, Jiafu ;

Li, Xiaomin ;

Dai, Hong-Ning ;

Kusiak, Andrew ;

Martinez-Garcia, Miguel ;

Li, Di .

PROCEEDINGS OF THE IEEE, 2021, 109 (04) :377-398

[22]

Wang JT, 2007, I S INTELL SIG PROC, P360

[23]

Yang C, 2019, 2019 WORLD ROBOT CONFERENCE SYMPOSIUM ON ADVANCED ROBOTICS AND AUTOMATION (WRC SARA 2019), P184, DOI [10.1109/wrc-sara.2019.8931920, 10.1109/WRC-SARA.2019.8931920]

[24] Performance Evaluations and Measurements of the REALFLOW Routing Protocol in Wireless Industrial Networks [J].

Yu, Kan ;

Gidlund, Mikael ;

Akerberg, Johan ;

Bjorkman, Mats .

IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2017, 13 (03) :1410-1420

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