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Robust Dynamic State Estimation of Power System Using Imperialist Competitive Algorithm

机译:基于帝国主义竞争算法的电力系统鲁棒动态状态估计

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Robust real-time state estimation in power systems is regarded as the first and foremost exigency in controlling and managing a safety network. Using prediction operations, dynamic state estimation (DSE) is considered as an applicable and efficient means for online tracking and monitoring of a network. In this paper, a new criterion has been introduced for DSE of power system to maximize the posterior probability density function. Furthermore, a comprehensive dynamic model consistent with information available from the network will be recommended. The dynamic state estimator proposed in this paper applies an imperialist competitive algorithm (ICA) to minimize the presented criterion, which is considered as constraints of the dynamic model of the network. The presented method is more advantageous than other state estimation methods, which are based on Kalman and statistical methods including independence to system linearity, Gaussian noise, and biopsy procedure. Moreover, according to considerations recommended for forming imperialists in ICA and predictable property of the suggested method, this state estimator is robust against data falsification. To compare, the presented method and other dynamic state estimators were implemented for an IEEE 9-bus system. Simulation results proved efficiency and superiority of the proposed method in robust estimation and fast tracking of network states.
机译:电力系统中可靠的实时状态估计被认为是控制和管理安全网络的首要任务。使用预测操作,动态状态估计(DSE)被认为是用于在线跟踪和监视网络的适用且有效的手段。本文针对电力系统的DSE引入了新的准则,以最大化后验概率密度函数。此外,将建议与网络可用信息相一致的综合动态模型。本文提出的动态状态估计器采用帝国主义竞争算法(ICA)来最小化提出的准则,该准则被视为网络动态模型的约束。与基于卡尔曼和统计方法(包括对系统线性度,高斯噪声和活检程序的独立性)的统计方法相比,该方法比其他状态估计方法更具优势。此外,根据在ICA中建立帝国主义者的建议考虑因素以及所建议方法的可预测特性,该状态估计器可有效防止数据篡改。为了进行比较,针对IEEE 9总线系统实现了所提出的方法和其他动态状态估计器。仿真结果证明了该方法在鲁棒估计和网络状态快速跟踪方面的有效性和优越性。

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