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面向混合网络-物理攻击的延时容忍型韧性模型预测控制提升微电网负荷频率稳定性

Delay-Tolerant Resilient Model Predictive Control for Load Frequency Stability in Microgrids Under Hybrid Cyber-Physical Attacks

作者 Guobao Liu · Changyu Zhang · Feng Li · Xiaofeng Liu · Qi Wang
期刊 IEEE Transactions on Industry Applications
出版日期 2025年10月
卷/期 第 62 卷 第 2 期
技术分类 控制与算法
技术标签 模型预测控制MPC 微电网 调峰调频 下垂控制
相关度评分 ★★★★ 4.0 / 5.0
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中文摘要

本文提出一种延时容忍的韧性模型预测控制(MPC)方法,用于提升受混合网络-物理攻击影响的微电网负荷频率稳定性。通过构建含通信延迟的LFC模型,结合H₂/H∞混合性能指标与锥互补线性化技术,实现鲁棒频率调节与实时可行性保障。

English Abstract

Ensuring frequency stability in microgrids (MGs) is becoming increasingly challenging due to the openness of networked control systems, the volatility of renewable energy sources, and the growing threat of hybrid cyber-physical attacks. This paper presents a delay-tolerant resilient model predictive control (MPC) approach for load frequency stability in MGs. First, a comprehensive MG load frequency control (LFC) model is developed, explicitly accounting for communication time delays. A control strategy that combines resilient MPC with delay compensation is proposed to enhance system resilience and dynamic performance. To address hybrid cyber-physical attacks, a resilient MPC-based output feedback controller is designed based on a hybrid $H_{2}/H_{\infty }$ performance index, in which the $H_{2}$ criterion is optimized online under a guaranteed $H_{\infty }$ performance bound, ensuring robust frequency regulation. Feasibility and safety of the controller are guaranteed by reformulating the non-convex constraints via cone complementary linearization, and solving the controller using linear matrix inequality techniques. Stability and feasibility analyses of the algorithm are also provided. Finally, a series of comparative simulations under various attack scenarios and perturbation conditions are conducted to validate the robustness of the proposed method and demonstrate its effectiveness in enhancing the resilience of the MG system.
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SunView 深度解读

该研究对阳光电源PowerTitan、ST系列储能变流器(PCS)及iSolarCloud智能微网群控平台具有直接应用价值:其延时容忍MPC算法可嵌入PCS的本地协调控制层,增强光储柴氢多源微网在弱通信条件下的调频韧性;建议在PowerStack构网型系统中集成该控制器以强化黑启动与孤岛运行下的频率支撑能力,并通过iSolarCloud实现跨站点MPC参数云端协同优化。