Stability Study of Electronic Capacitor-Less Drive System for Permanent Magnet Synchronous Motor Based on BP Neural Network

IECON 2023- 49th Annual Conference of the IEEE Industrial Electronics Society(2023)

引用 0|浏览1
暂无评分
摘要
In this paper, the control of stabilizing bus voltage and increasing system reliability of electrolytic capacitor-less variable frequency speed control system is investigated. The problems of power coupling and low reliability of electroless capacitor inverter drive under conventional double closed-loop vector control are discussed. By analyzing the DC bus voltage stability, the use of BP neural network PI control in the speed loop is proposed in order to improve the reliability of the motor under speed variation. The proposed method reduces the sensitivity to speed changes by changing the controller parameters according to the speed given and the feedback value, thus preventing the bus voltage overshoot. A simulation model and an experimental platform are built to verify the feasibility of the control strategy of the electrolytic capacitor-less variable frequency speed control system, and it is proved that the proposed control strategy can effectively improve the reliability of the system.
更多
查看译文
关键词
permanent magnet synchronous motor (PMSM),electrolytic capacitor-less inverter,neural network,reliability
AI 理解论文
溯源树
样例
生成溯源树,研究论文发展脉络
Chat Paper
正在生成论文摘要