One-Ended Fault Location Method Based on Machine Learning Models
作者： Juan Pablo Bohorquez , Gustavo Ramos
关键词:
摘要: One-ended impedance based algorithms are the most widely used in fault location, but prone to several sources of error. In order overcome these limitations, this paper proposes a new method on machine learning techniques that uses only current signals from one terminals protected line. Clarke's transformation and discrete wavelet energy distribution process signals, yielding satisfactory results.
sci-hub.se 参考文章(8)
Mesut Baran, Aadityaa Padmanabhan, Sridhar Chouhan, Xueyao Yuan, Justin Smith, Harley Mayfield, A model based fault locating method for distribution systems power and energy society general meeting. pp. 1- 5 ,(2014) , 10.1109/PESGM.2014.6939019
S. Chen, H. Y. Zhu, Wavelet transform for processing power quality disturbances EURASIP Journal on Advances in Signal Processing. ,vol. 2007, pp. 176- 176 ,(2007) , 10.1155/2007/47695
Fabian Pedregosa, Gaël Varoquaux, Alexandre Gramfort, Vincent Michel, Bertrand Thirion, Olivier Grisel, Mathieu Blondel, Andreas Müller, Joel Nothman, Gilles Louppe, Peter Prettenhofer, Ron Weiss, Vincent Dubourg, Jake Vanderplas, Alexandre Passos, David Cournapeau, Matthieu Brucher, Matthieu Perrot, Édouard Duchesnay, Scikit-learn: Machine Learning in Python Journal of Machine Learning Research. ,vol. 12, pp. 2825- 2830 ,(2011)
Swagata Das, Surya Santoso, Anish Gaikwad, Mahendra Patel, Impedance-Based Fault Location in Transmission Networks: Theory and Application IEEE Access. ,vol. 2, pp. 537- 557 ,(2014) , 10.1109/ACCESS.2014.2323353
W. C. Duesterhoeft, Max W. Schulz, Edith Clarke, Determination of Instantaneous Currents and Voltages by Means of Alpha, Beta, and Zero Components Transactions of the American Institute of Electrical Engineers. ,vol. 70, pp. 1248- 1255 ,(1951) , 10.1109/T-AIEE.1951.5060554
Yue Shi, Mesut E. Baran, An automated model based fault locating method for distribution systems ieee/pes transmission and distribution conference and exposition. pp. 1- 5 ,(2016) , 10.1109/TDC.2016.7519926
Gustavo Ramos, Rafael Sosa Perez, Angela Castaneda Oviedo, Juan Camarillo-Penaranda, A novel fault classification method using Wavelet transform and Artificial Neural Networks international conference on harmonics and quality of power. pp. 448- 453 ,(2016) , 10.1109/ICHQP.2016.7783476
Sundaravaradan Navalpakkam Ananthan, Surya Santoso, Universal model-based fault location for improved system integrity Iet Generation Transmission & Distribution. ,vol. 13, pp. 1212- 1219 ,(2019) , 10.1049/IET-GTD.2018.5483