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

Af: Nabamita Banerjee Roy, Kesab Bhattacharya Engelsk Paperback
SPAR
kr 63

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

Af: Nabamita Banerjee Roy, Kesab Bhattacharya Engelsk Paperback

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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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.

Produktdetaljer
Sprog: Engelsk
Sider: 123
ISBN-13: 9781032043630
Indbinding: Paperback
Udgave:
ISBN-10: 1032043636
Kategori: Energi
Udg. Dato: 25 sep 2023
Længde: 0mm
Bredde: 234mm
Højde: 156mm
Forlag: Taylor & Francis Ltd
Oplagsdato: 25 sep 2023
Forfatter(e) Nabamita Banerjee Roy, Kesab Bhattacharya


Kategori Energi


Sprog Engelsk


Indbinding Paperback


Sider 123


Udgave


Længde 0mm


Bredde 234mm


Højde 156mm


Udg. Dato 25 sep 2023


Oplagsdato 25 sep 2023

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