{"title":"空间矢量脉宽调制三相异步电动机在人工神经网络控制下的性能","authors":"A. Sahu, D. Joshi","doi":"10.1109/ICECCT56650.2023.10179695","DOIUrl":null,"url":null,"abstract":"In this paper, the performance of a three-phase induction motor with space vector pulse width modulation (SVPWM) technique under artificial neural network (ANN) control is studied. The use of ANN control allows for improved performance of the induction motor, including enhanced speed control. The SVPWM technique is used to accurately control the voltage applied to the motor, resulting in improved performance of the induction motor. The operation of the induction motor is compared with proportional-integral (PI) controller. The results of the study show that the use of ANN control in conjunction with SVPWM leads to improved performance of the three-phase induction motor. The system's complete mathematical model is outlined and simulated using the MATLAB/Simulink platform.","PeriodicalId":180790,"journal":{"name":"2023 Fifth International Conference on Electrical, Computer and Communication Technologies (ICECCT)","volume":"26 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2023-02-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Performance of Three-Phase Induction Motor with Space Vector Pulse Width Modulation under Artificial Neural Network Control\",\"authors\":\"A. Sahu, D. Joshi\",\"doi\":\"10.1109/ICECCT56650.2023.10179695\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"In this paper, the performance of a three-phase induction motor with space vector pulse width modulation (SVPWM) technique under artificial neural network (ANN) control is studied. The use of ANN control allows for improved performance of the induction motor, including enhanced speed control. The SVPWM technique is used to accurately control the voltage applied to the motor, resulting in improved performance of the induction motor. The operation of the induction motor is compared with proportional-integral (PI) controller. The results of the study show that the use of ANN control in conjunction with SVPWM leads to improved performance of the three-phase induction motor. The system's complete mathematical model is outlined and simulated using the MATLAB/Simulink platform.\",\"PeriodicalId\":180790,\"journal\":{\"name\":\"2023 Fifth International Conference on Electrical, Computer and Communication Technologies (ICECCT)\",\"volume\":\"26 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2023-02-22\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2023 Fifth International Conference on Electrical, Computer and Communication Technologies (ICECCT)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ICECCT56650.2023.10179695\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2023 Fifth International Conference on Electrical, Computer and Communication Technologies (ICECCT)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICECCT56650.2023.10179695","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Performance of Three-Phase Induction Motor with Space Vector Pulse Width Modulation under Artificial Neural Network Control
In this paper, the performance of a three-phase induction motor with space vector pulse width modulation (SVPWM) technique under artificial neural network (ANN) control is studied. The use of ANN control allows for improved performance of the induction motor, including enhanced speed control. The SVPWM technique is used to accurately control the voltage applied to the motor, resulting in improved performance of the induction motor. The operation of the induction motor is compared with proportional-integral (PI) controller. The results of the study show that the use of ANN control in conjunction with SVPWM leads to improved performance of the three-phase induction motor. The system's complete mathematical model is outlined and simulated using the MATLAB/Simulink platform.