Byzantine-Resilient Distributed Algorithm for Economic Dispatch: A Trust-Based Weight Allocation Mechanism

IF 4.9 2区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC IEEE Transactions on Circuits and Systems II: Express Briefs Pub Date : 2024-06-26 DOI:10.1109/TCSII.2024.3418453
Mingqi Xing;Dazhong Ma;Tianbiao Wang;Xuezhen Wang
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Abstract

This brief investigates the economic dispatch problem (EDP) in power systems under unreliable distributed networks. Potential Byzantine generator units (GUs) aim to disrupt the task by sending error messages. Normal GUs are dispatched to minimize total generation cost while adhering to generation constraints and maintaining supply-demand balance. To tackle this challenge, a resilient distributed algorithm is developed, incorporating locally computed-only auxiliary variables to accelerate convergence. Subsequently, a novel trust-based weight allocation mechanism (WAM) is introduced and integrated into the algorithm. Unlike traditional methods that rely on averaging neighbor information, this mechanism utilizes a well-designed negative trust function for aggregation. Theoretical analysis demonstrates that the proposed algorithm converges to the neighborhood of the optimal solution, and case studies on the IEEE 118-bus system illustrate the resilience of the algorithm against Byzantine attacks.
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经济调度的拜占庭弹性分布式算法:基于信任的权重分配机制
本简报研究了不可靠分布式网络下电力系统的经济调度问题(EDP)。潜在的拜占庭发电机组(GU)旨在通过发送错误信息来扰乱任务。正常的 GU 在遵守发电约束和维持供需平衡的前提下,通过调度使总发电成本最小化。为应对这一挑战,我们开发了一种弹性分布式算法,其中包含了只在本地计算的辅助变量,以加快收敛速度。随后,引入了一种新颖的基于信任的权重分配机制(WAM),并将其集成到算法中。与依靠平均邻居信息的传统方法不同,该机制利用精心设计的负信任函数进行聚合。理论分析表明,所提出的算法能收敛到最优解的邻域,而对 IEEE 118 总线系统的案例研究则说明了该算法对拜占庭攻击的抵御能力。
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来源期刊
IEEE Transactions on Circuits and Systems II: Express Briefs
IEEE Transactions on Circuits and Systems II: Express Briefs 工程技术-工程:电子与电气
CiteScore
7.90
自引率
20.50%
发文量
883
审稿时长
3.0 months
期刊介绍: TCAS II publishes brief papers in the field specified by the theory, analysis, design, and practical implementations of circuits, and the application of circuit techniques to systems and to signal processing. Included is the whole spectrum from basic scientific theory to industrial applications. The field of interest covered includes: Circuits: Analog, Digital and Mixed Signal Circuits and Systems Nonlinear Circuits and Systems, Integrated Sensors, MEMS and Systems on Chip, Nanoscale Circuits and Systems, Optoelectronic Circuits and Systems, Power Electronics and Systems Software for Analog-and-Logic Circuits and Systems Control aspects of Circuits and Systems.
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