Direct control of asynchronous motor torque with neuro-fuzzy speed regulator and neural network identification of electrical drive parameters
We considered a modified system for a direct control of induction motor torque using a neural network unit for identification of electrical drive parameters. A number of disadvantages for the standard torque control system were identified. We described neural network element synthesis, in order to m...
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| Format: | Article |
| Language: | English |
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Kazan State Power Engineering University
2017-12-01
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| Series: | Известия высших учебных заведений: Проблемы энергетики |
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| Online Access: | https://www.energyret.ru/jour/article/view/56 |
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| _version_ | 1850268612538925056 |
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| author | A. A. Shigapov B. P. Smolyakov |
| author_facet | A. A. Shigapov B. P. Smolyakov |
| author_sort | A. A. Shigapov |
| collection | DOAJ |
| description | We considered a modified system for a direct control of induction motor torque using a neural network unit for identification of electrical drive parameters. A number of disadvantages for the standard torque control system were identified. We described neural network element synthesis, in order to modify the system and overcome these disadvantages. Our modeling results for the modified system with neural network and neural-fuzzy components are presented. |
| format | Article |
| id | doaj-art-1d32ffeccbd64b1bb91b0d3a6187a5f6 |
| institution | OA Journals |
| issn | 1998-9903 |
| language | English |
| publishDate | 2017-12-01 |
| publisher | Kazan State Power Engineering University |
| record_format | Article |
| series | Известия высших учебных заведений: Проблемы энергетики |
| spelling | doaj-art-1d32ffeccbd64b1bb91b0d3a6187a5f62025-08-20T01:53:25ZengKazan State Power Engineering UniversityИзвестия высших учебных заведений: Проблемы энергетики1998-99032017-12-0101-29510110.30724/1998-9903-2015-0-1-2-95-10156Direct control of asynchronous motor torque with neuro-fuzzy speed regulator and neural network identification of electrical drive parametersA. A. Shigapov0B. P. Smolyakov1Казанский государственный энергетический университетКазанский государственный энергетический университетWe considered a modified system for a direct control of induction motor torque using a neural network unit for identification of electrical drive parameters. A number of disadvantages for the standard torque control system were identified. We described neural network element synthesis, in order to modify the system and overcome these disadvantages. Our modeling results for the modified system with neural network and neural-fuzzy components are presented.https://www.energyret.ru/jour/article/view/56direct torque controlneural networksfuzzy logic |
| spellingShingle | A. A. Shigapov B. P. Smolyakov Direct control of asynchronous motor torque with neuro-fuzzy speed regulator and neural network identification of electrical drive parameters Известия высших учебных заведений: Проблемы энергетики direct torque control neural networks fuzzy logic |
| title | Direct control of asynchronous motor torque with neuro-fuzzy speed regulator and neural network identification of electrical drive parameters |
| title_full | Direct control of asynchronous motor torque with neuro-fuzzy speed regulator and neural network identification of electrical drive parameters |
| title_fullStr | Direct control of asynchronous motor torque with neuro-fuzzy speed regulator and neural network identification of electrical drive parameters |
| title_full_unstemmed | Direct control of asynchronous motor torque with neuro-fuzzy speed regulator and neural network identification of electrical drive parameters |
| title_short | Direct control of asynchronous motor torque with neuro-fuzzy speed regulator and neural network identification of electrical drive parameters |
| title_sort | direct control of asynchronous motor torque with neuro fuzzy speed regulator and neural network identification of electrical drive parameters |
| topic | direct torque control neural networks fuzzy logic |
| url | https://www.energyret.ru/jour/article/view/56 |
| work_keys_str_mv | AT aashigapov directcontrolofasynchronousmotortorquewithneurofuzzyspeedregulatorandneuralnetworkidentificationofelectricaldriveparameters AT bpsmolyakov directcontrolofasynchronousmotortorquewithneurofuzzyspeedregulatorandneuralnetworkidentificationofelectricaldriveparameters |