State estimation for power systems with multilayer perceptron neural networks

O. Ivanov, M. Garvrilas
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引用次数: 9

Abstract

The Static state estimation is widely used in power systems for real time monitoring and analysis. Standard methods, such as the weighted least squares (WLS) algorithm, require the computation of bus admittance and Jacobian matrices and the solution is found in an iterative process. This paper presents an alternative for the classic state estimation (SE) algorithms, which uses a multilayer perceptron for the state estimator. Results are presented for the IEEE 14 bus system.
基于多层感知器神经网络的电力系统状态估计
静态估计广泛应用于电力系统的实时监测和分析。标准方法,如加权最小二乘(WLS)算法,需要计算母线导纳和雅可比矩阵,并且需要迭代求解。本文提出了一种替代经典状态估计(SE)算法的方法,即使用多层感知器作为状态估计器。给出了ieee14总线系统的测试结果。
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