Distributed Resilient Energy Management for Seaport Microgrid Against Stealthy Attacks With Limited Security Defense Resource

IF 10.5 1区 计算机科学 Q1 AUTOMATION & CONTROL SYSTEMS IEEE Transactions on Cybernetics Pub Date : 2025-01-03 DOI:10.1109/TCYB.2024.3514693
Fei Teng;Xin Zhang;Tieshan Li;Qihe Shan;C. L. Philip Chen;Yushuai Li
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Abstract

This article investigates the distributed resilient energy management (EM) strategy for the seaport microgrid under stealthy attacks. First, based on an analysis of seaport microgrid characteristics, we construct an EM model that aims at minimizing both operating cost and security defense resource (SDR) cost. Second, we present a distributed, resilient strategy by defining node security levels and establishing dynamic security intervals. We prove that the gap between the obtained feasible solution and the optimal one is bounded. The designed strategy is capable of tolerating the effect of the unlimited number of stealthy attacked nodes on the seaport microgrid. In addition, given the limited SDRs for the resilient EM of the island seaport microgrid, a distributed mechanism for searching the minimum security connected dominating set (MSCDS) is proposed to minimize the size of trusted nodes. Finally, simulation results demonstrate the effectiveness of the proposed strategy. Note to Practitioners: This article addresses the vulnerability of the seaport microgrid, a critical issue that impacts EM and disrupts seaport operations. Current approaches to seaport EM do not account for potential attacks. Meanwhile, existing methods for attack resilience often overlook the costs of security resources. We propose a new approach for the distributed and resilient EM of the island seaport microgrid. Secure operation is achieved by protecting the fewest trusted nodes, thereby conserving SDRs. We then show how this algorithm (searching the MSCDS) can be efficiently designed. Preliminary simulations indicate its feasibility, though it has yet to be tested in a production environment. Future research will focus on designing trusted nodes within dynamic topologies.
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港口微电网有限安全防御资源下的分布式弹性能源管理
本文研究了港口微电网在隐身攻击下的分布式弹性能源管理策略。首先,在分析港口微电网特点的基础上,构建了以运营成本和安全防御资源(SDR)成本同时最小化为目标的EM模型。其次,通过定义节点安全级别和建立动态安全间隔,提出了一种分布式的弹性策略。我们证明了得到的可行解与最优解之间的差是有界的。所设计的策略能够承受海港微电网上无限数量的隐身攻击节点的影响。此外,考虑到海岛海港微电网弹性EM的sdr有限,提出了一种搜索最小安全连接支配集(MSCDS)的分布式机制,以最小化可信节点的大小。最后,仿真结果验证了所提策略的有效性。从业人员注意事项:本文讨论海港微电网的脆弱性,这是一个影响新兴市场和扰乱海港运营的关键问题。目前针对港口EM的方法没有考虑到潜在的攻击。同时,现有的攻击恢复方法往往忽略了安全资源的成本。本文为海岛海港微电网的分布式弹性电磁系统提出了一种新方法。通过保护最少的可信节点来实现安全操作,从而节省sdr。然后,我们展示了如何有效地设计该算法(搜索MSCDS)。虽然还需要在生产环境中进行测试,但初步模拟表明了它的可行性。未来的研究将集中在动态拓扑中的可信节点设计上。
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来源期刊
IEEE Transactions on Cybernetics
IEEE Transactions on Cybernetics COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE-COMPUTER SCIENCE, CYBERNETICS
CiteScore
25.40
自引率
11.00%
发文量
1869
期刊介绍: The scope of the IEEE Transactions on Cybernetics includes computational approaches to the field of cybernetics. Specifically, the transactions welcomes papers on communication and control across machines or machine, human, and organizations. The scope includes such areas as computational intelligence, computer vision, neural networks, genetic algorithms, machine learning, fuzzy systems, cognitive systems, decision making, and robotics, to the extent that they contribute to the theme of cybernetics or demonstrate an application of cybernetics principles.
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