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Improved utility harmonic impedance measurement based on robust independent component analysis and bootstrap check

机译:基于鲁棒的独立分量分析和自举检查的改进的公用事业谐波阻抗测量

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摘要

In this study, a new method for utility harmonic impedance measurement based on robust independent component analysis (RICA) and bootstrap check is proposed. The RICA approach which adopts exact line search to seek the optimal step-size in iteration has better performance for short data records. At the same time, a bootstrap check technique to remove the singular solutions of this sort of independent component analyses methods is presented as well. This verification technique is performed through judging the dispersion degree of the estimates of the bootstrap samples which is quantified by the coefficient of variation. Based on the results of computer simulation and filed test, it is proved that the combination of the RICA approach with the bootstrap check technique can reduce the adverse impact of the background harmonic fluctuation and the singular solutions on impedance estimation effectively, and satisfactory measurement results can be acquired.
机译:本文提出了一种基于鲁棒独立分量分析(RICA)和自举校验的实用谐波阻抗测量新方法。 RICA方法采用精确的线搜索来寻找迭代中的最佳步长,因此对于短数据记录而言具有更好的性能。同时,还提出了一种引导检查技术,以消除此类独立成分分析方法的奇异解。通过判断由变异系数量化的自举样本估计值的分散程度来执行此验证技术。根据计算机仿真和现场测试的结果,证明了RICA方法与自举检查技术的结合可以有效地减少背景谐波波动和奇异解对阻抗估计的不利影响,并且可以得到令人满意的测量结果。被收购。

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