SINGLE NEURAL PI CONTROL COMBINED WITH THE RBF NEURAL NETWORK IDENTIFIER APPLYING FOR AN 3-PHASE INDUCTION MOTOR
Keywords:
Điều khiển PI, động cơ không đồng bộ ba pha, huấn luyện trực tuyến, mạng nơ-ron RBF, nhận dạng mô hìnhAbstract
This study aims to propose a control structure using RBF neural network identifier combined with a one-neural PI controller (so-called PI-RBF controller), applying to speed control of a 3-phase induction motor that is nonlinear and complex with several model parameters. The main objective of the algorithm is to control motor speed reaching the desired speed in a short response time, reducing overshoot and steady-state error. To meet that requirement, online training algorithms for RBF-PI controller has been used. The Investigating of induction motor responses when changing the set speed and load torque has been also carried out. Simulation results show that the control system is stable and robust even under the affecting of disturbances.
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- ReceivedDate: 06-01-2025
- Last modified: 06-01-2025
- Date Decided: 06-01-2025
- Date publication: 06-01-2025
- Title: SINGLE NEURAL PI CONTROL COMBINED WITH THE RBF NEURAL NETWORK IDENTIFIER APPLYING FOR AN 3-PHASE INDUCTION MOTOR
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