Oscillation Control in a Synchronous Machine using a Neural based PSS
This paper presents the methodological design and the laboratory test of neural net based power system stabilizer (PSS). The architecture of the proposed PSS uses two neural networks, one neural based controller which is used to generate a supplementary control signal to the excitation system, and...
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| Format: | Article |
| Language: | English |
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Universidad de Antioquia
2014-01-01
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| Series: | Revista Facultad de Ingeniería Universidad de Antioquia |
| Subjects: | |
| Online Access: | https://revistas.udea.edu.co/index.php/ingenieria/article/view/18118 |
| _version_ | 1827981393577115648 |
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| author | Sandra Milena Pérez-Londoño Juan José Mora-Flórez Alfonso Alzate |
| author_facet | Sandra Milena Pérez-Londoño Juan José Mora-Flórez Alfonso Alzate |
| author_sort | Sandra Milena Pérez-Londoño |
| collection | DOAJ |
| description |
This paper presents the methodological design and the laboratory test of neural net based power system stabilizer (PSS). The architecture of the proposed PSS uses two neural networks, one neural based controller which is used to generate a supplementary control signal to the excitation system, and an additional neural net used to improve the performance of the neural based controller. In order to guarantee the correct operation of the proposed PSS, it is trained by using data obtained from several machine operating conditions and a variety of disturbances. The effectiveness is demonstrated by testing the proposed approach in a real synchronous machine in a laboratory facility.
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| first_indexed | 2024-04-09T22:08:43Z |
| format | Article |
| id | doaj.art-cf7681f123774da1912c1ecdfac62001 |
| institution | Directory Open Access Journal |
| issn | 0120-6230 2422-2844 |
| language | English |
| last_indexed | 2024-04-09T22:08:43Z |
| publishDate | 2014-01-01 |
| publisher | Universidad de Antioquia |
| record_format | Article |
| series | Revista Facultad de Ingeniería Universidad de Antioquia |
| spelling | doaj.art-cf7681f123774da1912c1ecdfac620012023-03-23T12:33:38ZengUniversidad de AntioquiaRevista Facultad de Ingeniería Universidad de Antioquia0120-62302422-28442014-01-014510.17533/udea.redin.18118Oscillation Control in a Synchronous Machine using a Neural based PSSSandra Milena Pérez-Londoño0Juan José Mora-Flórez1Alfonso Alzate2Universidad Tecnológica de PereiraUniversidad Tecnológica de PereiraUniversidad Tecnológica de Pereira This paper presents the methodological design and the laboratory test of neural net based power system stabilizer (PSS). The architecture of the proposed PSS uses two neural networks, one neural based controller which is used to generate a supplementary control signal to the excitation system, and an additional neural net used to improve the performance of the neural based controller. In order to guarantee the correct operation of the proposed PSS, it is trained by using data obtained from several machine operating conditions and a variety of disturbances. The effectiveness is demonstrated by testing the proposed approach in a real synchronous machine in a laboratory facility. https://revistas.udea.edu.co/index.php/ingenieria/article/view/18118Power system stabilizerneural netssynchronous machine |
| spellingShingle | Sandra Milena Pérez-Londoño Juan José Mora-Flórez Alfonso Alzate Oscillation Control in a Synchronous Machine using a Neural based PSS Revista Facultad de Ingeniería Universidad de Antioquia Power system stabilizer neural nets synchronous machine |
| title | Oscillation Control in a Synchronous Machine using a Neural based PSS |
| title_full | Oscillation Control in a Synchronous Machine using a Neural based PSS |
| title_fullStr | Oscillation Control in a Synchronous Machine using a Neural based PSS |
| title_full_unstemmed | Oscillation Control in a Synchronous Machine using a Neural based PSS |
| title_short | Oscillation Control in a Synchronous Machine using a Neural based PSS |
| title_sort | oscillation control in a synchronous machine using a neural based pss |
| topic | Power system stabilizer neural nets synchronous machine |
| url | https://revistas.udea.edu.co/index.php/ingenieria/article/view/18118 |
| work_keys_str_mv | AT sandramilenaperezlondono oscillationcontrolinasynchronousmachineusinganeuralbasedpss AT juanjosemoraflorez oscillationcontrolinasynchronousmachineusinganeuralbasedpss AT alfonsoalzate oscillationcontrolinasynchronousmachineusinganeuralbasedpss |