PID Neural Network Based Speed Control of Asynchronous Motor Using Programmable Logic Controller
This paper deals with the structure and characteristics of PID Neural Network controller for single input and single output systems. PID Neural Network is a new kind of controller that includes the advantages of artificial neural networks and classic PID controller. Functioning of this controller...
| Main Authors: | , |
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| Format: | Article |
| Language: | English |
| Published: |
Stefan cel Mare University of Suceava
2011-11-01
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| Series: | Advances in Electrical and Computer Engineering |
| Subjects: | |
| Online Access: | http://dx.doi.org/10.4316/AECE.2011.04004 |
| _version_ | 1819009821007937536 |
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| author | MARABA, V. A. KUZUCUOGLU, A. E. |
| author_facet | MARABA, V. A. KUZUCUOGLU, A. E. |
| author_sort | MARABA, V. A. |
| collection | DOAJ |
| description | This paper deals with the structure and characteristics of PID Neural Network controller for single input and single output systems. PID Neural Network is a new kind of controller that includes the advantages of artificial neural networks and classic PID controller. Functioning of this controller is based on the update of controller parameters according to the value extracted from system output pursuant to the rules of back propagation algorithm used in artificial neural networks. Parameters obtained from the application of PID Neural Network training algorithm on the speed model of the asynchronous motor exhibiting second order linear behavior were used in the real time speed control of the motor. Programmable logic controller (PLC) was used as real time controller. The real time control results show that reference speed successfully maintained under various load conditions. |
| first_indexed | 2024-12-21T01:02:27Z |
| format | Article |
| id | doaj.art-5c7a2e384f024f65ad721ac7f9f48bcd |
| institution | Directory Open Access Journal |
| issn | 1582-7445 1844-7600 |
| language | English |
| last_indexed | 2024-12-21T01:02:27Z |
| publishDate | 2011-11-01 |
| publisher | Stefan cel Mare University of Suceava |
| record_format | Article |
| series | Advances in Electrical and Computer Engineering |
| spelling | doaj.art-5c7a2e384f024f65ad721ac7f9f48bcd2022-12-21T19:21:08ZengStefan cel Mare University of SuceavaAdvances in Electrical and Computer Engineering1582-74451844-76002011-11-01114232810.4316/AECE.2011.04004PID Neural Network Based Speed Control of Asynchronous Motor Using Programmable Logic ControllerMARABA, V. A.KUZUCUOGLU, A. E.This paper deals with the structure and characteristics of PID Neural Network controller for single input and single output systems. PID Neural Network is a new kind of controller that includes the advantages of artificial neural networks and classic PID controller. Functioning of this controller is based on the update of controller parameters according to the value extracted from system output pursuant to the rules of back propagation algorithm used in artificial neural networks. Parameters obtained from the application of PID Neural Network training algorithm on the speed model of the asynchronous motor exhibiting second order linear behavior were used in the real time speed control of the motor. Programmable logic controller (PLC) was used as real time controller. The real time control results show that reference speed successfully maintained under various load conditions.http://dx.doi.org/10.4316/AECE.2011.04004controlneural networkPIDPIDNNPLC |
| spellingShingle | MARABA, V. A. KUZUCUOGLU, A. E. PID Neural Network Based Speed Control of Asynchronous Motor Using Programmable Logic Controller Advances in Electrical and Computer Engineering control neural network PID PIDNN PLC |
| title | PID Neural Network Based Speed Control of Asynchronous Motor Using Programmable Logic Controller |
| title_full | PID Neural Network Based Speed Control of Asynchronous Motor Using Programmable Logic Controller |
| title_fullStr | PID Neural Network Based Speed Control of Asynchronous Motor Using Programmable Logic Controller |
| title_full_unstemmed | PID Neural Network Based Speed Control of Asynchronous Motor Using Programmable Logic Controller |
| title_short | PID Neural Network Based Speed Control of Asynchronous Motor Using Programmable Logic Controller |
| title_sort | pid neural network based speed control of asynchronous motor using programmable logic controller |
| topic | control neural network PID PIDNN PLC |
| url | http://dx.doi.org/10.4316/AECE.2011.04004 |
| work_keys_str_mv | AT marabava pidneuralnetworkbasedspeedcontrolofasynchronousmotorusingprogrammablelogiccontroller AT kuzucuogluae pidneuralnetworkbasedspeedcontrolofasynchronousmotorusingprogrammablelogiccontroller |