{"title":"基于改进型 BPNN-PID 和扩展状态观测器控制的多输出电源设计","authors":"Jiantao Liu, Yanqiu Wang, Sun Luwei","doi":"10.1109/ICPECA60615.2024.10470946","DOIUrl":null,"url":null,"abstract":"In order to meet the requirements of high stability, fast response and strong anti-interference for the power supply of the underwater detector, a single-ended flyback dual-output isolated DC-DC converter circuit is designed as the power supply of the detector. However, the power supply based on traditional PID control has problems of poor output voltage stability, slow response speed and large ripple. In order to improve the output voltage response speed and stability of the power supply, a BP-PID control strategy based on ADE optimization is proposed, which combines neural network and PID control. It adapts the PID parameters according to the output voltage situation, making the power supply have good robustness. For the problem of large output voltage ripple, a ripple disturbance suppression extended state observer based on bandwidth method is proposed to sample the DC voltage observation. The method of integrating the extended state observer effectively suppresses the ripple, thus improving the performance of the underwater detector and ensuring that the output voltage of the DC-DC buck converter is in the optimal state. Finally, the experimental results show that the proposed method can effectively improve the system output voltage stability, response speed and reduce the voltage ripple, and has good practical engineering application value.","PeriodicalId":518671,"journal":{"name":"2024 IEEE 4th International Conference on Power, Electronics and Computer Applications (ICPECA)","volume":"103 2","pages":"759-764"},"PeriodicalIF":0.0000,"publicationDate":"2024-01-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Design of Multi-Output Power Supply Based on improved BPNN-PID and Extended State Observer Control\",\"authors\":\"Jiantao Liu, Yanqiu Wang, Sun Luwei\",\"doi\":\"10.1109/ICPECA60615.2024.10470946\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"In order to meet the requirements of high stability, fast response and strong anti-interference for the power supply of the underwater detector, a single-ended flyback dual-output isolated DC-DC converter circuit is designed as the power supply of the detector. However, the power supply based on traditional PID control has problems of poor output voltage stability, slow response speed and large ripple. In order to improve the output voltage response speed and stability of the power supply, a BP-PID control strategy based on ADE optimization is proposed, which combines neural network and PID control. It adapts the PID parameters according to the output voltage situation, making the power supply have good robustness. For the problem of large output voltage ripple, a ripple disturbance suppression extended state observer based on bandwidth method is proposed to sample the DC voltage observation. The method of integrating the extended state observer effectively suppresses the ripple, thus improving the performance of the underwater detector and ensuring that the output voltage of the DC-DC buck converter is in the optimal state. Finally, the experimental results show that the proposed method can effectively improve the system output voltage stability, response speed and reduce the voltage ripple, and has good practical engineering application value.\",\"PeriodicalId\":518671,\"journal\":{\"name\":\"2024 IEEE 4th International Conference on Power, Electronics and Computer Applications (ICPECA)\",\"volume\":\"103 2\",\"pages\":\"759-764\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2024-01-26\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2024 IEEE 4th International Conference on Power, Electronics and Computer Applications (ICPECA)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ICPECA60615.2024.10470946\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2024 IEEE 4th International Conference on Power, Electronics and Computer Applications (ICPECA)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICPECA60615.2024.10470946","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Design of Multi-Output Power Supply Based on improved BPNN-PID and Extended State Observer Control
In order to meet the requirements of high stability, fast response and strong anti-interference for the power supply of the underwater detector, a single-ended flyback dual-output isolated DC-DC converter circuit is designed as the power supply of the detector. However, the power supply based on traditional PID control has problems of poor output voltage stability, slow response speed and large ripple. In order to improve the output voltage response speed and stability of the power supply, a BP-PID control strategy based on ADE optimization is proposed, which combines neural network and PID control. It adapts the PID parameters according to the output voltage situation, making the power supply have good robustness. For the problem of large output voltage ripple, a ripple disturbance suppression extended state observer based on bandwidth method is proposed to sample the DC voltage observation. The method of integrating the extended state observer effectively suppresses the ripple, thus improving the performance of the underwater detector and ensuring that the output voltage of the DC-DC buck converter is in the optimal state. Finally, the experimental results show that the proposed method can effectively improve the system output voltage stability, response speed and reduce the voltage ripple, and has good practical engineering application value.