Development of ANFIS-based reference flux estimator and FGS-tuned speed controller for DTC of induction motor
This paper discusses about self-regulating the reference flux in induction motor (IM) direct torque control (DTC) drive by fuzzy logic. Self-regulation is improved by using “Artificial Neural Network (ANN)” and “Adaptive Network Based Fuzzy Inference System (ANFIS)” based reference flux estimators....
| Main Authors: | , , |
|---|---|
| Format: | Article |
| Language: | English |
| Published: |
Taylor & Francis Group
2018-01-01
|
| Series: | Automatika |
| Subjects: | |
| Online Access: | http://dx.doi.org/10.1080/00051144.2018.1486796 |
| _version_ | 1818514131941064704 |
|---|---|
| author | S. Sampath Kumar R. Joseph Xavier S. Balamurugan |
| author_facet | S. Sampath Kumar R. Joseph Xavier S. Balamurugan |
| author_sort | S. Sampath Kumar |
| collection | DOAJ |
| description | This paper discusses about self-regulating the reference flux in induction motor (IM) direct torque control (DTC) drive by fuzzy logic. Self-regulation is improved by using “Artificial Neural Network (ANN)” and “Adaptive Network Based Fuzzy Inference System (ANFIS)” based reference flux estimators. Furthermore, PI speed controller is investigated to develop the performance of the drive. Two different PI speed controller tuning strategies, manual and Fuzzy Gain Scheduling (FGS), are compared for load torque disturbance. The results clearly show that the modified DTC of IM with “ANFIS-based reference flux estimator and FGS-tuned PI speed controller” is most suitable for torque ripple reduction and speed control. |
| first_indexed | 2024-12-11T00:11:30Z |
| format | Article |
| id | doaj.art-16c05b29727c4997a9371fa89b690284 |
| institution | Directory Open Access Journal |
| issn | 0005-1144 1848-3380 |
| language | English |
| last_indexed | 2024-12-11T00:11:30Z |
| publishDate | 2018-01-01 |
| publisher | Taylor & Francis Group |
| record_format | Article |
| series | Automatika |
| spelling | doaj.art-16c05b29727c4997a9371fa89b6902842022-12-22T01:28:08ZengTaylor & Francis GroupAutomatika0005-11441848-33802018-01-01591112310.1080/00051144.2018.14867961486796Development of ANFIS-based reference flux estimator and FGS-tuned speed controller for DTC of induction motorS. Sampath Kumar0R. Joseph Xavier1S. Balamurugan2Amrita School of EngineeringSri Ramakrishna Institute of TechnologyAmrita School of EngineeringThis paper discusses about self-regulating the reference flux in induction motor (IM) direct torque control (DTC) drive by fuzzy logic. Self-regulation is improved by using “Artificial Neural Network (ANN)” and “Adaptive Network Based Fuzzy Inference System (ANFIS)” based reference flux estimators. Furthermore, PI speed controller is investigated to develop the performance of the drive. Two different PI speed controller tuning strategies, manual and Fuzzy Gain Scheduling (FGS), are compared for load torque disturbance. The results clearly show that the modified DTC of IM with “ANFIS-based reference flux estimator and FGS-tuned PI speed controller” is most suitable for torque ripple reduction and speed control.http://dx.doi.org/10.1080/00051144.2018.1486796Direct torque controlfuzzy logicANNANFISfuzzy gain schedulingPI controller |
| spellingShingle | S. Sampath Kumar R. Joseph Xavier S. Balamurugan Development of ANFIS-based reference flux estimator and FGS-tuned speed controller for DTC of induction motor Automatika Direct torque control fuzzy logic ANN ANFIS fuzzy gain scheduling PI controller |
| title | Development of ANFIS-based reference flux estimator and FGS-tuned speed controller for DTC of induction motor |
| title_full | Development of ANFIS-based reference flux estimator and FGS-tuned speed controller for DTC of induction motor |
| title_fullStr | Development of ANFIS-based reference flux estimator and FGS-tuned speed controller for DTC of induction motor |
| title_full_unstemmed | Development of ANFIS-based reference flux estimator and FGS-tuned speed controller for DTC of induction motor |
| title_short | Development of ANFIS-based reference flux estimator and FGS-tuned speed controller for DTC of induction motor |
| title_sort | development of anfis based reference flux estimator and fgs tuned speed controller for dtc of induction motor |
| topic | Direct torque control fuzzy logic ANN ANFIS fuzzy gain scheduling PI controller |
| url | http://dx.doi.org/10.1080/00051144.2018.1486796 |
| work_keys_str_mv | AT ssampathkumar developmentofanfisbasedreferencefluxestimatorandfgstunedspeedcontrollerfordtcofinductionmotor AT rjosephxavier developmentofanfisbasedreferencefluxestimatorandfgstunedspeedcontrollerfordtcofinductionmotor AT sbalamurugan developmentofanfisbasedreferencefluxestimatorandfgstunedspeedcontrollerfordtcofinductionmotor |