Quantized Distributed Economic Dispatch for Microgrids: Paillier Encryption-Decryption Scheme

被引:2
|
作者
Chen, Wei [1 ]
Wang, Zidong [2 ]
Ge, Quanbo [3 ]
Dong, Hongli [4 ,5 ,6 ]
Liu, Guo-Ping [1 ]
机构
[1] Southern Univ Sci & Technol, Shenzhen Key Lab Control Theory & Intelligent Syst, Shenzhen 518055, Peoples R China
[2] Brunel Univ London, Dept Comp Sci, Uxbridge UB8 3PH, England
[3] Nanjing Univ Informat Sci & Technol, Sch Automat, Nanjing 210044, Peoples R China
[4] Northeast Petr Univ, Natl Key Lab Continental Shale Oil, Daqing 163318, Peoples R China
[5] Northeast Petr Univ, Artificial Intelligence Energy Res Inst, Daqing 163318, Peoples R China
[6] Northeast Petr Univ, Heilongjiang Prov Key Lab Networking & Intelligent, Daqing 163318, Peoples R China
基金
中国国家自然科学基金;
关键词
Quantization (signal); Cryptography; Convergence; Microgrids; Heuristic algorithms; Petroleum; Informatics; Distributed optimization; dynamic quantization; economic dispatch; microgrids; paillier encryption-decryption communication; ENERGY-RESOURCES; COORDINATION; GRIDS;
D O I
10.1109/TII.2023.3348816
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This article is concerned with the secure distributed economic dispatch (DED) problem of microgrids. A quantized distributed optimization algorithm using the Paillier encryption-decryption scheme is developed. This algorithm is designed to optimally coordinate the power outputs of a collection of distributed generators (DGs) in order to meet the total load demand at the lowest generation cost under the DG capacity limits while ensuring communication efficiency and security. First, to facilitate data encryption and reduce data release, a novel dynamic quantization scheme is integrated into the DED algorithm, through which the effects of quantization errors can be eliminated. Next, utilizing matrix norm analysis and mathematical induction, a sufficient condition is provided to demonstrate that the developed DED algorithm converges precisely to the optimal solution under finite quantization levels (and even the three-level quantization using sign transmissions). Moreover, an encryption-decryption scheme is developed based on quantized outputs, which ensures confidential communication by leveraging the homomorphic property of the Paillier cryptosystem. Finally, the effectiveness and superiority of the implemented secure distributed algorithm are confirmed through a simulated example.
引用
收藏
页码:6935 / 6945
页数:11
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