Application of Signal Processing Tools and Artificial Neural Network in Diagnosis of Power System Faults - Brossura

Banerjee Roy, Nabamita; Bhattacharya, Kesab

Brossura

ISBN 10: 1032043636 ISBN 13: 9781032043630

Casa editrice: CRC Press, 2023

Riassunto

Accurate, fast, and reliable fault classification techniques are an important operational requirement in modern-day power transmission systems. Application of Signal Processing Tools and Neural Network in Diagnosis of Power System Faults examines power system faults and conventional techniques of fault analysis. The authors provide insight into artificial neural networks and their applications, with illustrations, for identifying power system faults. Wavelet transform and its application are discussed as well as an elaborate method of Stockwell transform.

The authors also employ probabilistic neural networks (PNN) and back propagation neural networks (BPNN) to identify the different types of faults and determine their corresponding locations, respectively. Both PNN and BPNN are presented in detail, and their applications are illustrated through simple programming in MATLAB®. Furthermore, their applications in fault diagnosis are discussed through multiple case studies.

FEATURES

• Explores methods of fault identification through programming and simulation in MATLAB®
• Examines signal processing tools and their applications with examples
• Provides knowledge of artificial neural networks and their application with illustrations
• Uses PNN and BPNN to identify the different types of faults and obtain their corresponding locations
• Discusses the programming of signal processing using wavelet transform and Stockwell transform

This book is designed for engineering students and for practitioners. Readers will find methods of programming and simulation of any network in MATLAB® as well as ways to extract features from a signal waveform by using a suitable signal processing toolbox and by application of artificial neural networks.

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Informazioni sull?autore

Dr. Nabamita Banerjee Roy is presently working as Associate Professor in Electrical Engineering Department of Narula Institute of Technology, Kolkata, India.

Prof. Kesab Bhattacharya is presently a Professor and H.O.D of the Department of Electrical Engineering, JU.

Dettagli dell?edizione

• Editore: CRC Press
• Data di pubblicazione: 2023
• ISBN 10: 1032043636
• ISBN 13: 9781032043630
• Rilegatura: Copertina flessibile
• Lingua: Inglese
• Numero edizione: 1
• Numero di pagine: 144
• Contatto del produttore: non disponibile