Fault Classification in Power Distribution Systems Using Multiresolution Analysis and a Fuzzy-ARTMAP Neural NetworkAnalysis and a Fuzzy-ARTMAP Neural Network
| Autor: | Haislan Bernardes, Carlos R. Minussi, Mauro S. Tonelli-Neto |
|---|---|
| Přispěvatelé: | Ciencia e Tecnologia de Sao Paulo, Universidade Estadual Paulista (UNESP) |
| Rok vydání: | 2021 |
| Předmět: |
Fuzzy-ARTMAP
Electric power distribution General Computer Science Artificial neural network business.industry Computer science Multiresolution analysis Intelligent decision support system Pattern recognition Fault Detection Intelligent Systems Fault (power engineering) Fuzzy logic Fault detection and isolation Fault Classification Classifier (linguistics) Electric Distribution System Multiresolution Analysis Artificial intelligence Electrical and Electronic Engineering business |
| Zdroj: | Scopus Repositório Institucional da UNESP Universidade Estadual Paulista (UNESP) instacron:UNESP |
| ISSN: | 1548-0992 |
| DOI: | 10.1109/tla.2021.9475615 |
| Popis: | Made available in DSpace on 2022-05-01T08:15:10Z (GMT). No. of bitstreams: 0 Previous issue date: 2021-11-01 This paper presents a tool for the detection and classification of short-circuits in electric power distribution systems, which is based on the combined use of multi-resolution analysis and Fuzzy-ARTMAP neural network. The multiresolution analysis allows the identification of singularities in the waveforms and the ART family network guarantees to the classifier the ability to continuously learn without losing the previously acquired knowledge. The entire diagnosis procedure is performed in a single step, reducing the computational effort. The efficiency of the system is verified by a direct accuracy analysis, and by a comparison between the Fuzzy-ARTMAP and the EuclideanARTMAP. Results show that the system is efficient and robust, being able to detect and classify 100% of the electrical faults considering the test that were performed. Instituto Federal de Educacao Ciencia e Tecnologia de Sao Paulo, Sao Paulo Universidade Estadual Paulista, Sao Paulo Universidade Estadual Paulista, Sao Paulo |
| Databáze: | OpenAIRE |
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