A Novel Smart Grid State Estimation Method Based on Neural Networks
The rapid development in smart grids needs efficient state estimation methods. This paper presents a novel method for smart grid state estimation (e.g., voltages, active and reactive power loss) using artificial neural networks (ANNs). The proposed method which is called SE-NN (state estimation usin...
| Main Authors: | , , |
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| Format: | Article |
| Language: | English |
| Published: |
Universidad Internacional de La Rioja (UNIR)
2018-06-01
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| Series: | International Journal of Interactive Multimedia and Artificial Intelligence |
| Subjects: | |
| Online Access: | http://www.ijimai.org/journal/node/2084 |
| _version_ | 1819075598488698880 |
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| author | Mohamed Abdel-Nasser Karar Mahmoud Heba Kashef |
| author_facet | Mohamed Abdel-Nasser Karar Mahmoud Heba Kashef |
| author_sort | Mohamed Abdel-Nasser |
| collection | DOAJ |
| description | The rapid development in smart grids needs efficient state estimation methods. This paper presents a novel method for smart grid state estimation (e.g., voltages, active and reactive power loss) using artificial neural networks (ANNs). The proposed method which is called SE-NN (state estimation using neural network) can evaluate the state at any point of smart grid systems considering fluctuated loads. To demonstrate the effectiveness of the proposed method, it has been applied on IEEE 33-bus distribution system with different data resolutions. The accuracy of the proposed method is validated by comparing the results with an exact power flow method. The proposed SE-NN method is a very fast tool to estimate voltages and re/active power loss with a high accuracy compared to the traditional methods. |
| first_indexed | 2024-12-21T18:27:57Z |
| format | Article |
| id | doaj.art-ff616365a5cc470d8030a68ea6a98426 |
| institution | Directory Open Access Journal |
| issn | 1989-1660 1989-1660 |
| language | English |
| last_indexed | 2024-12-21T18:27:57Z |
| publishDate | 2018-06-01 |
| publisher | Universidad Internacional de La Rioja (UNIR) |
| record_format | Article |
| series | International Journal of Interactive Multimedia and Artificial Intelligence |
| spelling | doaj.art-ff616365a5cc470d8030a68ea6a984262022-12-21T18:54:22ZengUniversidad Internacional de La Rioja (UNIR)International Journal of Interactive Multimedia and Artificial Intelligence1989-16601989-16602018-06-015192010.9781/ijimai.2018.5113ijimai.2018.5113A Novel Smart Grid State Estimation Method Based on Neural NetworksMohamed Abdel-NasserKarar MahmoudHeba KashefThe rapid development in smart grids needs efficient state estimation methods. This paper presents a novel method for smart grid state estimation (e.g., voltages, active and reactive power loss) using artificial neural networks (ANNs). The proposed method which is called SE-NN (state estimation using neural network) can evaluate the state at any point of smart grid systems considering fluctuated loads. To demonstrate the effectiveness of the proposed method, it has been applied on IEEE 33-bus distribution system with different data resolutions. The accuracy of the proposed method is validated by comparing the results with an exact power flow method. The proposed SE-NN method is a very fast tool to estimate voltages and re/active power loss with a high accuracy compared to the traditional methods.http://www.ijimai.org/journal/node/2084Neural NetworkPower LossRenewable energiesSmart GridVoltage Profile |
| spellingShingle | Mohamed Abdel-Nasser Karar Mahmoud Heba Kashef A Novel Smart Grid State Estimation Method Based on Neural Networks International Journal of Interactive Multimedia and Artificial Intelligence Neural Network Power Loss Renewable energies Smart Grid Voltage Profile |
| title | A Novel Smart Grid State Estimation Method Based on Neural Networks |
| title_full | A Novel Smart Grid State Estimation Method Based on Neural Networks |
| title_fullStr | A Novel Smart Grid State Estimation Method Based on Neural Networks |
| title_full_unstemmed | A Novel Smart Grid State Estimation Method Based on Neural Networks |
| title_short | A Novel Smart Grid State Estimation Method Based on Neural Networks |
| title_sort | novel smart grid state estimation method based on neural networks |
| topic | Neural Network Power Loss Renewable energies Smart Grid Voltage Profile |
| url | http://www.ijimai.org/journal/node/2084 |
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