JOURNAL ARTICLE

Adaptive Neuro Fuzzy based soft starting of voltage-controlled induction motor drive

Abstract

Soft starters are used with induction motors in blowers, fans, pumps and the crane hoist drives. AC voltage controllers are used as soft starters in induction motors for starting and to adjust its speed. This paper presents a novel neuro fuzzy based AC voltage controller to generate the firing pulses for appropriate thyristors for any given operating torque, speed of the motor and the load. An ANFIS (Adaptive Neuro Fuzzy Inference System) model has been designed to achieve the proposed algorithm. MATLAB/SIMULINK package has been used to simulate the proposed method. Simulation results presented in this paper explain the advantages of proposed soft starting method over conventional method. The advantages of proposed method are its simplicity, stability, and accuracy and fast response.

Keywords:
Induction motor Control theory (sociology) Adaptive neuro fuzzy inference system Computer science Torque MATLAB Control engineering Thyristor Motor soft starter Voltage PID controller Fuzzy logic Engineering Fuzzy control system Artificial intelligence Electrical engineering Control (management)

Metrics

9
Cited By
2.39
FWCI (Field Weighted Citation Impact)
16
Refs
0.93
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Fuzzy Logic and Control Systems
Physical Sciences →  Computer Science →  Artificial Intelligence
Neural Networks and Applications
Physical Sciences →  Computer Science →  Artificial Intelligence
Advanced Control Systems Design
Physical Sciences →  Engineering →  Control and Systems Engineering

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