Distributed Privacy-Preserving Economic Dispatch of Isolated Microgrid Based on Event-Triggered Mechanism

IF 8.6 1区 计算机科学 Q1 AUTOMATION & CONTROL SYSTEMS
Hongfei Bai;Shengxuan Weng;Dong Yue;Chunxia Dou
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引用次数: 0

Abstract

This article introduces a distributed privacy-preserving economic dispatch (ED) algorithm for islanded microgrid (MG), addressing the challenge of balancing power generation and demand with minimal system cost while ensuring data privacy. The proposed algorithm utilizes homomorphic encryption to establish a confidential interaction protocol (CIP), safeguarding sensitive information during the ED process. To mitigate the computational and communication overheads of the CIP, the CIP-compatible static and dynamic event-triggered mechanisms (ETMs) are, respectively, developed, whose implementations only rely on the information obtained through the proposed CIP. The ETMs reduce the frequency of CIP execution and make the algorithm suitable for resource-constrained environments. The convergence and privacy preservation of algorithms are theoretically proved, and the simulation results validate the algorithm’s effectiveness, highlighting its advantages in privacy protection and resource efficiency.
基于事件触发机制的隔离微电网分布式隐私保护经济调度
本文介绍了一种孤岛微电网的分布式保护隐私经济调度算法,解决了在保证数据隐私的同时,以最小的系统成本平衡发电和需求的挑战。该算法利用同态加密建立保密交互协议(CIP),在ED过程中保护敏感信息。为了减少CIP的计算和通信开销,分别开发了与CIP兼容的静态和动态事件触发机制(etm),其实现仅依赖于通过提议的CIP获得的信息。etm降低了CIP执行的频率,使算法适合于资源受限的环境。从理论上证明了算法的收敛性和隐私保护性,仿真结果验证了算法的有效性,突出了算法在隐私保护和资源效率方面的优势。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
IEEE Transactions on Systems Man Cybernetics-Systems
IEEE Transactions on Systems Man Cybernetics-Systems AUTOMATION & CONTROL SYSTEMS-COMPUTER SCIENCE, CYBERNETICS
CiteScore
18.50
自引率
11.50%
发文量
812
审稿时长
6 months
期刊介绍: The IEEE Transactions on Systems, Man, and Cybernetics: Systems encompasses the fields of systems engineering, covering issue formulation, analysis, and modeling throughout the systems engineering lifecycle phases. It addresses decision-making, issue interpretation, systems management, processes, and various methods such as optimization, modeling, and simulation in the development and deployment of large systems.
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