Privacy-Preserving Consensus-Based Distributed Economic Dispatch of Smart Grids via State Decomposition

被引:11
作者
Chen, Wei [1 ]
Liu, Guo-Ping [1 ]
机构
[1] Southern Univ Sci & Technol, Ctr Control Sci & Technol, Shenzhen 518055, Peoples R China
基金
中国国家自然科学基金;
关键词
Privacy; Convergence; Smart grids; Optimization; Costs; Heuristic algorithms; Symmetric matrices; Consensus-based DED algorithm; privacy preservation; smart grids; state decomposition; MICROGRIDS; AC;
D O I
10.1109/JAS.2023.124122
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 paper studies the privacy-preserving distributed economic dispatch (DED) problem of smart grids. An autonomous consensus-based algorithm is developed via local data exchange with neighboring nodes, which covers both the islanded mode and the grid-connected mode of smart grids. To prevent power-sensitive information from being disclosed, a privacy-preserving mechanism is integrated into the proposed DED algorithm by randomly decomposing the state into two parts, where only partial data is transmitted. Our objective is to develop a privacy-preserving DED algorithm to achieve optimal power dispatch with the lowest generation cost under physical constraints while preventing sensitive information from being eavesdropped. To this end, a comprehensive analysis framework is established to ensure that the proposed algorithm can converge to the optimal solution of the concerned optimization problem by means of the consensus theory and the eigenvalue perturbation approach. In particular, the proposed autonomous algorithm can achieve a smooth transition between the islanded mode and the grid-connected mode. Furthermore, rigorous analysis is given to show privacy-preserving performance against internal and external eavesdroppers. Finally, case studies illustrate the feasibility and validity of the developed algorithm.
引用
收藏
页码:1250 / 1261
页数:12
相关论文
共 46 条
[1]   Hierarchical Structure of Microgrids Control System [J].
Bidram, Ali ;
Davoudi, Ali .
IEEE TRANSACTIONS ON SMART GRID, 2012, 3 (04) :1963-1976
[2]  
Cai K., 2010, P IEEE C DEC CONTR O, P1956
[3]   An ADMM-Based Distributed Algorithm for Economic Dispatch in Islanded Microgrids [J].
Chen, Gang ;
Yang, Qing .
IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2018, 14 (09) :3892-3903
[4]   Distributed Optimal Active Power Control of Multiple Generation Systems [J].
Chen, Gang ;
Lewis, Frank L. ;
Feng, E. Ning ;
Song, Yongduan .
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2015, 62 (11) :7079-7090
[5]   Privacy-Preserving Distributed Economic Dispatch of Microgrids Over Directed Networks via State Decomposition: A Fast Consensus Algorithm [J].
Chen, Wei ;
Wang, Zidong ;
Dong, Hongli ;
Mao, Jingfeng ;
Liu, Guo-Ping .
IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2024, 20 (03) :4092-4102
[6]   Differentially Private Average Consensus With Logarithmic Dynamic Encoding-Decoding Scheme [J].
Chen, Wei ;
Wang, Zidong ;
Hu, Jun ;
Liu, Guo-Ping .
IEEE TRANSACTIONS ON CYBERNETICS, 2023, 53 (10) :6725-6736
[7]   Privacy-Preserving Distributed Economic Dispatch of Microgrids: A Dynamic Quantization-Based Consensus Scheme With Homomorphic Encryption [J].
Chen, Wei ;
Liu, Lu ;
Liu, Guo-Ping .
IEEE TRANSACTIONS ON SMART GRID, 2023, 14 (01) :701-713
[8]   Distributed State Estimation Over Wireless Sensor Networks With Energy Harvesting Sensors [J].
Chen, Wei ;
Wang, Zidong ;
Ding, Derui ;
Yi, Xiaojian ;
Han, Qing-Long .
IEEE TRANSACTIONS ON CYBERNETICS, 2023, 53 (05) :3311-3324
[9]   Distributed Economic Dispatch for Energy Internet Based on Multiagent Consensus Control [J].
Chen, Wushun ;
Li, Tao .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2021, 66 (01) :137-152
[10]   Privacy-Preserving Push-Sum Average Consensus via State Decomposition [J].
Chen, Xiaomeng ;
Huang, Lingying ;
Ding, Kemi ;
Dey, Subhrakanti ;
Shi, Ling .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2023, 68 (12) :7974-7981