Differential Protection of ISPST Using Chebyshev Neural Network ‎

سال انتشار: 1402
نوع سند: مقاله ژورنالی
زبان: انگلیسی
مشاهده: 113

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شناسه ملی سند علمی:

JR_JOAPE-11-2_006

تاریخ نمایه سازی: 13 آبان 1402

چکیده مقاله:

An Indirect Symmetrical Phase Shift Transformer (ISPST) represents both electrically connected and magnetically coupled circuits, which makes it unique compared to a power transformer. Effective differentiation between transformer inrush current and internal fault current is necessary to avoid incorrect differential relay tripping. This research proposes a system that uses a Chebyshev Neural Network (ChNN) as a core classifier to distinguish such internal faults. For simulations, we used PSCAD/EMTDC software. Internal faults and inrush have been simulated in various ways using various ISPST parameters. A large, simulated dataset is used, and performance is recorded against different sized ISPSTs. We observed an overall accuracy greater than ۹۹%. The ChNN classifier generated exceptionally favorable results even in case of noisy signal, CT saturation, and different ISPST parameters.

کلیدواژه ها:

Energization ، Internal Fault ، Chebyshev Neural Network (ChNN) ، ISPST ، PSCAD/EMTDC.‎

نویسندگان

S. K. Bhasker

Department of Electrical Engineering, Faculty of Engineering & Technology, University of Lucknow, Lucknow, India

M. Tripathy

Department of Electrical Engineering, Indian Institute of Technology, Roorkee, India‎

A. Agrawal

Department of Electronics and Communication Engineering, BML Munjal University, Haryana, India‎

A. Mishra

Department of Electronics and Communication Engineering, BML Munjal University, Haryana, India‎

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