Modeling and Speed Control of Induction Motor Drives Using Neural Networks
Speed control of induction motor drives using neural networks is presented. The mathematical model of single phase induction motor is developed. A new simulink model for a neural network-controlled bidirectional chopper fed single phase induction motor is proposed. Under normal operation, the true d...
| Main Authors: | , |
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| Format: | Article |
| Language: | English |
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Universitatea Dunarea de Jos
2010-08-01
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| Series: | Analele Universităţii "Dunărea de Jos" Galaţi: Fascicula III, Electrotehnică, Electronică, Automatică, Informatică |
| Subjects: | |
| Online Access: | http://www.ann.ugal.ro/eeai/archives/2010/Paper_7_Jamuna_p40-49.pdf |
| _version_ | 1811215643490385920 |
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| author | V. Jamuna S. Rama Reddy |
| author_facet | V. Jamuna S. Rama Reddy |
| author_sort | V. Jamuna |
| collection | DOAJ |
| description | Speed control of induction motor drives using neural networks is presented. The mathematical model of single phase induction motor is developed. A new simulink model for a neural network-controlled bidirectional chopper fed single phase induction motor is proposed. Under normal operation, the true drive parameters are real-time identified and they are converted into the controller parameters through multilayer forward computation by neural networks. Comparative study has been made between the conventional and neural network controllers. It is observed that the neural network controlled drive system has better dynamic performance, reduced overshoot and faster transient response than the conventional controlled system. |
| first_indexed | 2024-04-12T06:26:03Z |
| format | Article |
| id | doaj.art-794b02ad8aa94e898247e23206367b4f |
| institution | Directory Open Access Journal |
| issn | 1221-454X |
| language | English |
| last_indexed | 2024-04-12T06:26:03Z |
| publishDate | 2010-08-01 |
| publisher | Universitatea Dunarea de Jos |
| record_format | Article |
| series | Analele Universităţii "Dunărea de Jos" Galaţi: Fascicula III, Electrotehnică, Electronică, Automatică, Informatică |
| spelling | doaj.art-794b02ad8aa94e898247e23206367b4f2022-12-22T03:44:09ZengUniversitatea Dunarea de JosAnalele Universităţii "Dunărea de Jos" Galaţi: Fascicula III, Electrotehnică, Electronică, Automatică, Informatică1221-454X2010-08-013314049Modeling and Speed Control of Induction Motor Drives Using Neural NetworksV. Jamuna0S. Rama Reddy1Jerusalem College of Engineering, Chennai, IndiaJerusalem College of Engineering, Chennai, IndiaSpeed control of induction motor drives using neural networks is presented. The mathematical model of single phase induction motor is developed. A new simulink model for a neural network-controlled bidirectional chopper fed single phase induction motor is proposed. Under normal operation, the true drive parameters are real-time identified and they are converted into the controller parameters through multilayer forward computation by neural networks. Comparative study has been made between the conventional and neural network controllers. It is observed that the neural network controlled drive system has better dynamic performance, reduced overshoot and faster transient response than the conventional controlled system.http://www.ann.ugal.ro/eeai/archives/2010/Paper_7_Jamuna_p40-49.pdfPulse width modulationInduction motor modelingDynamic performanceNeural networksTransient response |
| spellingShingle | V. Jamuna S. Rama Reddy Modeling and Speed Control of Induction Motor Drives Using Neural Networks Analele Universităţii "Dunărea de Jos" Galaţi: Fascicula III, Electrotehnică, Electronică, Automatică, Informatică Pulse width modulation Induction motor modeling Dynamic performance Neural networks Transient response |
| title | Modeling and Speed Control of Induction Motor Drives Using Neural Networks |
| title_full | Modeling and Speed Control of Induction Motor Drives Using Neural Networks |
| title_fullStr | Modeling and Speed Control of Induction Motor Drives Using Neural Networks |
| title_full_unstemmed | Modeling and Speed Control of Induction Motor Drives Using Neural Networks |
| title_short | Modeling and Speed Control of Induction Motor Drives Using Neural Networks |
| title_sort | modeling and speed control of induction motor drives using neural networks |
| topic | Pulse width modulation Induction motor modeling Dynamic performance Neural networks Transient response |
| url | http://www.ann.ugal.ro/eeai/archives/2010/Paper_7_Jamuna_p40-49.pdf |
| work_keys_str_mv | AT vjamuna modelingandspeedcontrolofinductionmotordrivesusingneuralnetworks AT sramareddy modelingandspeedcontrolofinductionmotordrivesusingneuralnetworks |