Predictive direct torque control with reduced ripples for induction motor drive based on T‐S fuzzy speed controller
Finite‐state model predictive control (FS‐MPC) has been widely used for controlling power converters and electric drives. Predictive torque control strategy (PTC) evaluates flux and torque in a cost function to generate an optimal inverter switching state in a sampling period. However, the existing...
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Published in | Asian journal of control Vol. 21; no. 4; pp. 2155 - 2166 |
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Main Authors | , , , , |
Format | Journal Article |
Language | English |
Published |
Hoboken
Wiley Subscription Services, Inc
01.07.2019
Asian Control Association (ACA) and Chinese Automatic Control Society (CACS) |
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Online Access | Get full text |
ISSN | 1561-8625 1934-6093 |
DOI | 10.1002/asjc.2148 |
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Abstract | Finite‐state model predictive control (FS‐MPC) has been widely used for controlling power converters and electric drives. Predictive torque control strategy (PTC) evaluates flux and torque in a cost function to generate an optimal inverter switching state in a sampling period. However, the existing PTC method relies on a traditional proportional‐integral (PI) controller in the external loop for speed regulation. Consequently, the torque reference may not be generated properly, especially when a sudden variation of load or inertia takes place. This paper proposes an enhanced predictive torque control scheme. A Takagi‐Sugeno fuzzy logic controller replaces PI in the external loop for speed regulation. Besides, the proposed controller generates a proper torque reference since it plays an important role in cost function design. This improvement ensures accurate tracking and robust control against different uncertainties. The effectiveness of the presented algorithms is investigated by simulation and experimental validation using MATLAB/Simulink with dSpace 1104 real‐time interface. |
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AbstractList | Finite‐state model predictive control (FS‐MPC) has been widely used for controlling power converters and electric drives. Predictive torque control strategy (PTC) evaluates flux and torque in a cost function to generate an optimal inverter switching state in a sampling period. However, the existing PTC method relies on a traditional proportional‐integral (PI) controller in the external loop for speed regulation. Consequently, the torque reference may not be generated properly, especially when a sudden variation of load or inertia takes place. This paper proposes an enhanced predictive torque control scheme. A Takagi‐Sugeno fuzzy logic controller replaces PI in the external loop for speed regulation. Besides, the proposed controller generates a proper torque reference since it plays an important role in cost function design. This improvement ensures accurate tracking and robust control against different uncertainties. The effectiveness of the presented algorithms is investigated by simulation and experimental validation using MATLAB/Simulink with dSpace 1104 real‐time interface. Abstract Finite‐state model predictive control (FS‐MPC) has been widely used for controlling power converters and electric drives. Predictive torque control strategy (PTC) evaluates flux and torque in a cost function to generate an optimal inverter switching state in a sampling period. However, the existing PTC method relies on a traditional proportional‐integral (PI) controller in the external loop for speed regulation. Consequently, the torque reference may not be generated properly, especially when a sudden variation of load or inertia takes place. This paper proposes an enhanced predictive torque control scheme. A Takagi‐Sugeno fuzzy logic controller replaces PI in the external loop for speed regulation. Besides, the proposed controller generates a proper torque reference since it plays an important role in cost function design. This improvement ensures accurate tracking and robust control against different uncertainties. The effectiveness of the presented algorithms is investigated by simulation and experimental validation using MATLAB/Simulink with dSpace 1104 real‐time interface. |
Author | Kerrache, Abdelaziz Azzoug, Younes Talbi, Billel Ameid, Tarek Ammar, Abdelkarim |
Author_xml | – sequence: 1 givenname: Abdelkarim orcidid: 0000-0002-6054-9797 surname: Ammar fullname: Ammar, Abdelkarim email: ammar.abdelkarim@yahoo.fr organization: University of Biskra – sequence: 2 givenname: Billel orcidid: 0000-0002-8374-5088 surname: Talbi fullname: Talbi, Billel organization: University of Sétif 1 – sequence: 3 givenname: Tarek orcidid: 0000-0002-4034-2369 surname: Ameid fullname: Ameid, Tarek organization: University of Artois – sequence: 4 givenname: Younes orcidid: 0000-0003-4546-5963 surname: Azzoug fullname: Azzoug, Younes organization: University of Biskra – sequence: 5 givenname: Abdelaziz orcidid: 0000-0003-1984-7570 surname: Kerrache fullname: Kerrache, Abdelaziz organization: Electrical Engineering Laboratory of ENP (LRE) National Polytechnic School |
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Cites_doi | 10.1016/j.solener.2017.11.009 10.1109/TIE.2018.2879283 10.1109/TPEL.2002.802183 10.1109/CISTEM.2018.8613419 10.1108/COMPEL-08-2017-0349 10.1109/TII.2017.2679283 10.1109/TEC.2016.2559940 10.1109/TIE.2007.892628 10.1109/TII.2015.2423154 10.1002/asjc.2022 10.1109/TPEL.2018.2812833 10.1109/TIE.2006.888802 10.1109/TIE.2013.2281172 10.1002/asjc.1616 10.1108/COMPEL-04-2018-0183 10.1002/asjc.798 10.1002/asjc.1913 |
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Keywords | predictive torque control (PTC) direct torque control (DTC) Takagi‐Sugeno fuzzy logic controller (TS‐FLC) dSpace 1104 induction motor (IM) |
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Snippet | Finite‐state model predictive control (FS‐MPC) has been widely used for controlling power converters and electric drives. Predictive torque control strategy... Abstract Finite‐state model predictive control (FS‐MPC) has been widely used for controlling power converters and electric drives. Predictive torque control... |
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SubjectTerms | Algorithms Computer simulation Control Control systems Controllers Cost function direct torque control (DTC) dSpace 1104 Electric drives Engineering Sciences Fuzzy control Fuzzy logic induction motor (IM) Induction motors Power converters Predictive control predictive torque control (PTC) Robust control Takagi‐Sugeno fuzzy logic controller (TS‐FLC) Torque Tracking control |
Title | Predictive direct torque control with reduced ripples for induction motor drive based on T‐S fuzzy speed controller |
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