CARRIER BASED PWM TECHNIQUE AND ADAPTIVE NEURAL NETWORK BASED ROTOR RESISTANCE ESTIMATOR FOR THE PERFORMANCE ENHANCEMENT OF VECTOR CONTROLLED INDUCTION MOTOR DRIVES
In this paper, the carrier based Pulse Width Modulation (PWM) technique and neural network based rotor resistance estimator are proposed for vector controller Induction motor (IM) drives. The popular sine PWM is used for induction motor drive. The popular sine PWM has poor harmonic profile and (DC)...
| Main Author: | |
|---|---|
| Format: | Article |
| Language: | English |
| Published: |
Sultan Qaboos University
2019-05-01
|
| Series: | The Journal of Engineering Research |
| Subjects: | |
| Online Access: | https://journals.squ.edu.om/index.php/tjer/article/view/3075 |
| _version_ | 1818014215014711296 |
|---|---|
| author | Venkadesan A |
| author_facet | Venkadesan A |
| author_sort | Venkadesan A |
| collection | DOAJ |
| description | In this paper, the carrier based Pulse Width Modulation (PWM) technique and neural network based rotor resistance estimator are proposed for vector controller Induction motor (IM) drives. The popular sine PWM is used for induction motor drive. The popular sine PWM has poor harmonic profile and (DC) utilization. The space vector modulation (SVM) technique overcomes the disadvantages of sine PWM. But SVM is computationally complex. Hence a simple PWM technique namely “carrier based PWM technique” similar to SVM is identified and proposed for vector controlled IM drive. The experimental set up is built up and the performance of carrier based PWM is validated using FPGA processor. The adaptive neural network based rotor resistance estimator in predictive mode is proposed for the vector controlled induction motor drive. The performance enhancement of the drive with carrier based PWM and rotor resistance estimator is comprehensively presented. |
| first_indexed | 2024-04-14T06:43:10Z |
| format | Article |
| id | doaj.art-a159334765584b6f96b4c104646ccba3 |
| institution | Directory Open Access Journal |
| issn | 1726-6009 1726-6742 |
| language | English |
| last_indexed | 2024-04-14T06:43:10Z |
| publishDate | 2019-05-01 |
| publisher | Sultan Qaboos University |
| record_format | Article |
| series | The Journal of Engineering Research |
| spelling | doaj.art-a159334765584b6f96b4c104646ccba32022-12-22T02:07:17ZengSultan Qaboos UniversityThe Journal of Engineering Research1726-60091726-67422019-05-01161637610.24200/tjer.vol16iss1pp63-762563CARRIER BASED PWM TECHNIQUE AND ADAPTIVE NEURAL NETWORK BASED ROTOR RESISTANCE ESTIMATOR FOR THE PERFORMANCE ENHANCEMENT OF VECTOR CONTROLLED INDUCTION MOTOR DRIVESVenkadesan A0Department of Electrical and Electronics Engineering, National Institute of Technology Puducherry, Thiruvettakudy, karaikal-609609, India.In this paper, the carrier based Pulse Width Modulation (PWM) technique and neural network based rotor resistance estimator are proposed for vector controller Induction motor (IM) drives. The popular sine PWM is used for induction motor drive. The popular sine PWM has poor harmonic profile and (DC) utilization. The space vector modulation (SVM) technique overcomes the disadvantages of sine PWM. But SVM is computationally complex. Hence a simple PWM technique namely “carrier based PWM technique” similar to SVM is identified and proposed for vector controlled IM drive. The experimental set up is built up and the performance of carrier based PWM is validated using FPGA processor. The adaptive neural network based rotor resistance estimator in predictive mode is proposed for the vector controlled induction motor drive. The performance enhancement of the drive with carrier based PWM and rotor resistance estimator is comprehensively presented.https://journals.squ.edu.om/index.php/tjer/article/view/3075carrier based pwm techniquerotor resistance estimatormrasadaptive neural networkvector controlinduction motor drive. |
| spellingShingle | Venkadesan A CARRIER BASED PWM TECHNIQUE AND ADAPTIVE NEURAL NETWORK BASED ROTOR RESISTANCE ESTIMATOR FOR THE PERFORMANCE ENHANCEMENT OF VECTOR CONTROLLED INDUCTION MOTOR DRIVES The Journal of Engineering Research carrier based pwm technique rotor resistance estimator mras adaptive neural network vector control induction motor drive. |
| title | CARRIER BASED PWM TECHNIQUE AND ADAPTIVE NEURAL NETWORK BASED ROTOR RESISTANCE ESTIMATOR FOR THE PERFORMANCE ENHANCEMENT OF VECTOR CONTROLLED INDUCTION MOTOR DRIVES |
| title_full | CARRIER BASED PWM TECHNIQUE AND ADAPTIVE NEURAL NETWORK BASED ROTOR RESISTANCE ESTIMATOR FOR THE PERFORMANCE ENHANCEMENT OF VECTOR CONTROLLED INDUCTION MOTOR DRIVES |
| title_fullStr | CARRIER BASED PWM TECHNIQUE AND ADAPTIVE NEURAL NETWORK BASED ROTOR RESISTANCE ESTIMATOR FOR THE PERFORMANCE ENHANCEMENT OF VECTOR CONTROLLED INDUCTION MOTOR DRIVES |
| title_full_unstemmed | CARRIER BASED PWM TECHNIQUE AND ADAPTIVE NEURAL NETWORK BASED ROTOR RESISTANCE ESTIMATOR FOR THE PERFORMANCE ENHANCEMENT OF VECTOR CONTROLLED INDUCTION MOTOR DRIVES |
| title_short | CARRIER BASED PWM TECHNIQUE AND ADAPTIVE NEURAL NETWORK BASED ROTOR RESISTANCE ESTIMATOR FOR THE PERFORMANCE ENHANCEMENT OF VECTOR CONTROLLED INDUCTION MOTOR DRIVES |
| title_sort | carrier based pwm technique and adaptive neural network based rotor resistance estimator for the performance enhancement of vector controlled induction motor drives |
| topic | carrier based pwm technique rotor resistance estimator mras adaptive neural network vector control induction motor drive. |
| url | https://journals.squ.edu.om/index.php/tjer/article/view/3075 |
| work_keys_str_mv | AT venkadesana carrierbasedpwmtechniqueandadaptiveneuralnetworkbasedrotorresistanceestimatorfortheperformanceenhancementofvectorcontrolledinductionmotordrives |