Evaluation of losses in electrical subtransmission networks by neural network modeling
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| Format: | Artículo científico |
| Langue: | en |
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Universidad Nacional de Colombia
2022
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| _version_ | 1876490736282632192 |
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| author | Álvaro Laurencio-Pérez |
| author_facet | Álvaro Laurencio-Pérez |
| contents | Evaluation of losses in electrical subtransmission networks by neural network modeling Álvaro Laurencio-Pérez Igor Pérez-Maliuk Olga Pérez-Maliuk Ingeniería network modeling Electric losses Determining technical losses in an electrical system is highly complex due to the large amount of information required for its evaluation. A solution to this problem is the evaluation of losses using an artificial neural network. In this work, a model for evaluating technical losses in subtransmission electrical networks was obtained by using artificial neural networks. This model considers the effective length of the circuit, the maximum apparent and active power, the resistance in the conductors and the number of clients connected to the circuit. The simulation results established a mean square error of 0.0028 and a correlation coefficient between the variables involved of 0.980. The proposed artificial neural network model resulted satisfactory for evaluating technical losses in electrical subtransmission networks. 2022 artículo científico 0012-7353 https://www.redalyc.org/articulo.oa?id=49672735009 https://www.redalyc.org/journal/496/49672735009/ https://www.redalyc.org/journal/496/49672735009/html/ https://www.redalyc.org/journal/496/49672735009/49672735009.epub https://www.redalyc.org/journal/496/49672735009/movil 10.15446/dyna.v89n221.97552 en http://www.redalyc.org/revista.oa?id=496 Dyna application/pdf Universidad Nacional de Colombia Dyna (Colombia) Num.221 Vol.89 |
| format | Artículo científico |
| id | redalyc_49672735009 |
| institution | Redalyc |
| language | en |
| publishDate | 2022 |
| publisher | Universidad Nacional de Colombia |
| spellingShingle | Evaluation of losses in electrical subtransmission networks by neural network modeling Álvaro Laurencio-Pérez Ingeniería network modeling Electric losses Evaluation of losses in electrical subtransmission networks by neural network modeling Álvaro Laurencio-Pérez Igor Pérez-Maliuk Olga Pérez-Maliuk Ingeniería network modeling Electric losses Determining technical losses in an electrical system is highly complex due to the large amount of information required for its evaluation. A solution to this problem is the evaluation of losses using an artificial neural network. In this work, a model for evaluating technical losses in subtransmission electrical networks was obtained by using artificial neural networks. This model considers the effective length of the circuit, the maximum apparent and active power, the resistance in the conductors and the number of clients connected to the circuit. The simulation results established a mean square error of 0.0028 and a correlation coefficient between the variables involved of 0.980. The proposed artificial neural network model resulted satisfactory for evaluating technical losses in electrical subtransmission networks. 2022 artículo científico 0012-7353 https://www.redalyc.org/articulo.oa?id=49672735009 https://www.redalyc.org/journal/496/49672735009/ https://www.redalyc.org/journal/496/49672735009/html/ https://www.redalyc.org/journal/496/49672735009/49672735009.epub https://www.redalyc.org/journal/496/49672735009/movil 10.15446/dyna.v89n221.97552 en http://www.redalyc.org/revista.oa?id=496 Dyna application/pdf Universidad Nacional de Colombia Dyna (Colombia) Num.221 Vol.89 |
| title | Evaluation of losses in electrical subtransmission networks by neural network modeling |
| topic | Ingeniería network modeling Electric losses |
| url | https://www.redalyc.org/articulo.oa?id=49672735009 https://www.redalyc.org/journal/496/49672735009/ https://www.redalyc.org/journal/496/49672735009/html/ https://www.redalyc.org/journal/496/49672735009/49672735009.epub https://www.redalyc.org/journal/496/49672735009/movil |