TY - JOUR
T1 - On the Accuracy of Correlation Estimator Based Fault Location Methods in Transmission Lines via Polynomial Chaos and Regression Analysis
AU - Nadeem, Akif
AU - Xie, Yanzhao
AU - He, Shaoyin
AU - Dong, Ning
AU - Caccavella, Pietro
AU - Saleem, Maria
N1 - Publisher Copyright:
© 1964-2012 IEEE.
PY - 2023/2/1
Y1 - 2023/2/1
N2 - The electromagnetic time reversal (EMTR) method has recently shown a novel advantage in locating faults along transmission lines. Under the ideal condition for EMTR, the key parameters in the transmission line between the direct and reversed phases are assumed to be identical. Thus, the fault position can be pinpointed via the cross-correlation matching theory. However, due to natural and geographical causes, the parameters vary along the line; therefore, accurately obtaining the parameters is difficult. In this article, we first investigate the impact of uncertain parameters on the performance of EMTR-based fault location methods. It has been observed that the performance is insensitive to the variation of the parameters in the lossless case of transmission lines. But in the case of the overhead line above the lossy ground, a significant error in fault location is witnessed. So, under parameter uncertainty, a novel approach to finding the confidence fault interval is proposed, based on utilizing the polynomial chaos and regression analysis. A simulation case with uncertain parameters for different scenarios is presented to validate the performance of the proposed approach.
AB - The electromagnetic time reversal (EMTR) method has recently shown a novel advantage in locating faults along transmission lines. Under the ideal condition for EMTR, the key parameters in the transmission line between the direct and reversed phases are assumed to be identical. Thus, the fault position can be pinpointed via the cross-correlation matching theory. However, due to natural and geographical causes, the parameters vary along the line; therefore, accurately obtaining the parameters is difficult. In this article, we first investigate the impact of uncertain parameters on the performance of EMTR-based fault location methods. It has been observed that the performance is insensitive to the variation of the parameters in the lossless case of transmission lines. But in the case of the overhead line above the lossy ground, a significant error in fault location is witnessed. So, under parameter uncertainty, a novel approach to finding the confidence fault interval is proposed, based on utilizing the polynomial chaos and regression analysis. A simulation case with uncertain parameters for different scenarios is presented to validate the performance of the proposed approach.
KW - Correlation estimator
KW - electromagnetic time reversal (EMTR)
KW - fault location
KW - polynomial chaos
KW - transmission lines
KW - uncertainty quantification
UR - http://www.scopus.com/inward/record.url?scp=85144061672&partnerID=8YFLogxK
U2 - 10.1109/TEMC.2022.3217949
DO - 10.1109/TEMC.2022.3217949
M3 - Article
AN - SCOPUS:85144061672
SN - 0018-9375
VL - 65
SP - 235
EP - 248
JO - IEEE Transactions on Electromagnetic Compatibility
JF - IEEE Transactions on Electromagnetic Compatibility
IS - 1
ER -