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Fuzzy Neural Network for Pattern Recognition of Power System Events: Fuzzy Neural Network Pattern Recognition Algorithm for Classification of the Events in Power System Networks - Softcover
Inhaltsangabe
An advanced artificial intelligence based algorithm for detecting and classifying faults on the power system transmission line is introduced. The approach utilizes self-organized, Adaptive Resonance Theory (ART) neural network, combined with fuzzy decision rule for interpretation of neural network outputs. Training of the neural network is based on the combined use of unsupervised and supervised learning methods. During training, a set of input events is transformed into a set of prototypes of typical input events. During application, real events are classified based on the interpretation of their matching to the prototypes through fuzzy decision rule. This study introduces several enhancements to the original version of the ART algorithm: suitable preprocessing of neural network inputs, improvement in the concept of supervised learning, fuzzyfication of neural network outputs, and utilization of on- line learning. Simulation results show improved recognition capabilities compared to a previous version of ART neural network algorithm, Multilayer Perceptron (MLP) neural network algorithm, and impedance based distance relay
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Reseña del editor
An advanced artificial intelligence based algorithm for detecting and classifying faults on the power system transmission line is introduced. The approach utilizes self-organized, Adaptive Resonance Theory (ART) neural network, combined with fuzzy decision rule for interpretation of neural network outputs. Training of the neural network is based on the combined use of unsupervised and supervised learning methods. During training, a set of input events is transformed into a set of prototypes of typical input events. During application, real events are classified based on the interpretation of their matching to the prototypes through fuzzy decision rule. This study introduces several enhancements to the original version of the ART algorithm: suitable preprocessing of neural network inputs, improvement in the concept of supervised learning, fuzzyfication of neural network outputs, and utilization of on- line learning. Simulation results show improved recognition capabilities compared to a previous version of ART neural network algorithm, Multilayer Perceptron (MLP) neural network algorithm, and impedance based distance relay
Biografía del autor
Slavko Vasilic received his Ph.D in Electrical Engineering from Texas A&M University in 2004, and M.S.E.E. from University of Belgrade in 1999. He specializes in power systems, control systems, signal processing and artificial intelligence. He is a registered professional engineer in California and Maryland, and a member of IEEE.
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Fuzzy Neural Network for Pattern Recognition of Power System Events
Verlag:
VDM Verlag Dr. Müller, 2009
ISBN 10: 3639216733
ISBN 13: 9783639216738
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Kartoniert / Broschiert. Zustand: New. Dieser Artikel ist ein Print on Demand Artikel und wird nach Ihrer Bestellung fuer Sie gedruckt. Autor/Autorin: Vasilic SlavkoSlavko Vasilic received his Ph.D in Electrical Engineering from Texas A&M University in 2004, and M.S.E.E. from University of Belgrade in 1999. He specializes in power systems, control systems, signal processing and . Bestandsnummer des Verkäufers 4968014
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Fuzzy Neural Network for Pattern Recognition of Power System Events : Fuzzy Neural Network Pattern Recognition Algorithm for Classification of the Events in Power System Networks
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Taschenbuch. Zustand: Neu. nach der Bestellung gedruckt Neuware - Printed after ordering - An advanced artificial intelligence based algorithm for detecting and classifying faults on the power system transmission line is introduced. The approach utilizes self-organized, Adaptive Resonance Theory (ART) neural network, combined with fuzzy decision rule for interpretation of neural network outputs. Training of the neural network is based on the combined use of unsupervised and supervised learning methods. During training, a set of input events is transformed into a set of prototypes of typical input events. During application, real events are classified based on the interpretation of their matching to the prototypes through fuzzy decision rule. This study introduces several enhancements to the original version of the ART algorithm: suitable preprocessing of neural network inputs, improvement in the concept of supervised learning, fuzzyfication of neural network outputs, and utilization of on- line learning. Simulation results show improved recognition capabilities compared to a previous version of ART neural network algorithm, Multilayer Perceptron (MLP) neural network algorithm, and impedance based distance relay. Bestandsnummer des Verkäufers 9783639216738
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Fuzzy Neural Network for Pattern Recognition of Power System Events Fuzzy Neural Network Pattern Recognition Algorithm for Classification of the Events in Power System Networks
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Fuzzy Neural Network for Pattern Recognition of Power System Events: Fuzzy Neural Network Pattern Recognition Algorithm for Classification of the Events in Power System Networks
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Fuzzy Neural Network for Pattern Recognition of Power System Events Fuzzy Neural Network Pattern Recognition Algorithm for Classification of the Events in Power System Networks
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Fuzzy Neural Network for Pattern Recognition of Power System Events: Fuzzy Neural Network Pattern Recognition Algorithm for Classification of the Events in Power System Networks
Verlag:
VDM Verlag Dr. M�ller 2009-12-21, 2009
ISBN 10: 3639216733
ISBN 13: 9783639216738
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Fuzzy Neural Network for Pattern Recognition of Power System Events: Fuzzy Neural Network Pattern Recognition Algorithm for Classification of the Events in Power System Networks
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Fuzzy Neural Network for Pattern Recognition of Power System Events: Fuzzy Neural Network Pattern Recognition Algorithm for Classification of the Events in Power System Networks
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Fuzzy Neural Network for Pattern Recognition of Power System Events: Fuzzy Neural Network Pattern Recognition Algorithm for Classification of the Events in Power System Networks
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