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Method for Fault Diagnosis and Speed Control of PMSM

Smarajit Ghosh*

Department of Electrical and Instrumentation Engineering, Thapar Institute of Engineering & Technology, Patiala, Punjab, India

* Corresponding Author: Smarajit Ghosh. Email: email

Computer Systems Science and Engineering 2023, 45(3), 2391-2404. https://doi.org/10.32604/csse.2023.028931

Abstract

In the field of fault tolerance estimation, the increasing attention in electrical motors is the fault detection and diagnosis. The tasks performed by these machines are progressively complex and the enhancements are likewise looked for in the field of fault diagnosis. It has now turned out to be essential to diagnose faults at their very inception; as unscheduled machine downtime can upset deadlines and cause heavy financial burden. In this paper, fault diagnosis and speed control of permanent magnet synchronous motor (PMSM) is proposed. Elman Neural Network (ENN) is used to diagnose the fault of permanent magnet synchronous motor. Both the fault location and fault severity are considered. In this, eccentricity fault may occur in the motor. To control the speed of the permanent magnet synchronous motor, Dolphin Swarm Optimization (DSO) algorithm is used. The proposed work is simulated by using MATLAB in terms of amplitude, speed and torque. The comparison graph of speed vs. torque obtained by the proposed method gives better result compared to the other existing techniques. The proposed work is also compared with Particle Swarm Optimization (PSO) and Elephant Herding Optimization (EHO) algorithm. The proposed usage of Elman Neural Network to detect the fault and the usage of Dolphin Swarm Optimization algorithm to control the speed of the permanent magnet synchronous motor gives better outcome.

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Cite This Article

APA Style
Ghosh, S. (2023). Method for fault diagnosis and speed control of PMSM. Computer Systems Science and Engineering, 45(3), 2391-2404. https://doi.org/10.32604/csse.2023.028931
Vancouver Style
Ghosh S. Method for fault diagnosis and speed control of PMSM. Comput Syst Sci Eng. 2023;45(3):2391-2404 https://doi.org/10.32604/csse.2023.028931
IEEE Style
S. Ghosh, "Method for Fault Diagnosis and Speed Control of PMSM," Comput. Syst. Sci. Eng., vol. 45, no. 3, pp. 2391-2404. 2023. https://doi.org/10.32604/csse.2023.028931



cc This work is licensed under a Creative Commons Attribution 4.0 International License , which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
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