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考虑结构和功能耦合特征的电力信息物理系统随机加固规划

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为提升电力信息物理系统(electric cyber-physical system,ECPS)面对台风等极端灾害的抵抗力,基于两阶段随机优化方法,提出一种考虑双网结构和功能耦合特征的电力/通信网架随机加固规划模型.模型第一阶段计及电力/通信线路的结构耦合特征,以总加固投资和台风灾害损失期望最小为目标,确定加固的电力/通信线路,其中,台风灾害的损失期望由第二阶段计算;第二阶段考虑通信网络故障对电力系统应急调度的级联影响,最小化随机台风场景下ECPS的故障损失期望.为生成具有代表性的台风场景集,确保随机加固方案的适应性,根据台风场景毁伤特征与ECPS故障损失的映射关系,提出一种基于高斯混合模型(Gaussian mixture model,GMM)聚类的约简场景集生成方法.最后,基于逐步对冲算法求解随机加固模型,通过对IEEE RTS 79节点信息物理系统的仿真分析,证明了文章提出的电力/通信网架随机加固规划方法对ECPS具有较好的韧性提升效果.
Stochastic Hardening Planning for Electric Cyber-physical System Considering Structural and Functional Coupling
To improve the resilience of electric cyber-physical system(ECPS)against typhoon disasters,we proposed a collaborative stochastic hardening model for power and communication network considering the structural and function-al coupling based on the two-stage stochastic optimization method in this paper.The first stage of the model took into account the structural coupling characteristics of the power/communication lines,and determined the reinforced power/communication lines with the objective of minimizing the total reinforcement investment and typhoon damage expecta-tion,where the typhoon damage expectation was calculated by the second stage.The second stage minimizes the expec-tation of failure loss of ECPS under random typhoon scenarios,considering functional coupling.In order to generate a representative typhoon scenario set and ensure the adaptability of the stochastic hardening scheme,according to the mapping relationship between typhoon scenario destruction features and ECPS fault loss,a reduction scenario set gener-ation method based on Gaussian mixture model(GMM)clustering was proposed.Finally,based on the Progressive Hedging algorithm to solve the stochastic hardening model,the simulation analysis of the IEEE RTS 79-node informa-tion-physical system proves that the stochastic hardening planning method proposed in this paper has a good resilience enhancement effect on ECPS.

electric cyber-physical systemresiliencehardeningtwo stage stochastic optimizationstructural and functional coupling

张艺伟、刘文霞、黄少锋、马伸铜

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新能源电力系统国家重点实验室(华北电力大学),北京 102206

国网徐州供电公司,江苏徐州 221005

电力信息物理系统 韧性 网架加固 两阶段随机优化 结构和功能耦合

国家重大科技专项

2020YFC0827001

2024

华北电力大学学报(自然科学版)
华北电力大学

华北电力大学学报(自然科学版)

CSTPCD北大核心
影响因子:0.868
ISSN:1007-2691
年,卷(期):2024.51(1)
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