Estimation of dielectric response equivalent circuit parameters of transformers using QPSO

Tao Zhang, Feilin Ma, Donghui Li, Linyun Wang
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引用次数: 2

Abstract

The initial slope of return voltage is not only an important characteristic quantity to assess insulation aging, but also of great significance to estimate the parameters of equivalent circuit based on linear dielectric response theory. This paper establishes a mathematical model with the data of initial slope for estimating circuit parameters, which is a group of nonlinear equations with exponential function. It is difficult to solve the problem using nonlinear least square optimization method. The most advantage of QPSO based on swarm intelligence is that it does not require any prior knowledge or space limitations and has very good performance on the complex problems. Therefore, this paper presents the QPSO to solve the parameters estimation problem. Based on estimated parameters, we can calculate the RVM curves from the equivalent circuit and compare the calculated data with the measured. The result shows that the established model is feasible and effective. It provides a new idea for assessment of insulation aging and research on new characteristic quantity.
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用量子粒子群算法估计变压器介电响应等效电路参数
返回电压的初始斜率不仅是评估绝缘老化的重要特征量,而且对基于线性介电响应理论的等效电路参数估计也具有重要意义。本文建立了以初始斜率数据估计电路参数的数学模型,该模型是一组带指数函数的非线性方程。用非线性最小二乘优化方法求解该问题比较困难。基于群体智能的量子粒子群算法最大的优点是不需要任何先验知识和空间限制,在复杂问题上有很好的性能。因此,本文提出了QPSO来解决参数估计问题。根据估计的参数,我们可以从等效电路中计算RVM曲线,并将计算数据与实测数据进行比较。结果表明,所建立的模型是可行和有效的。为绝缘老化评价和新特征量的研究提供了新的思路。
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