卡尔曼滤波改善直流电机PID控制系统的性能

Seta Yuliawan, O. Wahyunggoro, N. Setiawan
{"title":"卡尔曼滤波改善直流电机PID控制系统的性能","authors":"Seta Yuliawan, O. Wahyunggoro, N. Setiawan","doi":"10.22146/ijitee.64511","DOIUrl":null,"url":null,"abstract":"A proportional–integral–derivative (PID) controller is a type of control system that is most widely applied in industrial world. Various tuning models have been developed to obtain optimal performance in PID control. However, the methods are designed under ideal circumstances. This means that the control system which has been built will not work optimally when noise exists. Noise can come from electrical vibrations, inference of electronic components, or other noise sources. Thus, it is necessary to design PID control system that can work optimally without being disturbed by noise. In this research, Kalman filter was used to improve the performance of PID controllers. The application of Kalman filter was used to reduce the noise of the input signal so that it could generate output signal which is in accordance with the expected output. Simulation result showed that the PID performance with Kalman filter was more optimal than the ordinary one to minimize the existing noise. The resulting speed of DC motor with Kalman filter had a lower overshoot than PID control without Kalman filter. This method resulted lower integral of absolute error (IAE) than ordinary PID controls. The IAE value for the PID controller with the Kalman filter was 25.4, the PID controller with the observer was 31.0, while the IAE value in the ordinary controller was only 60.9.","PeriodicalId":292390,"journal":{"name":"IJITEE (International Journal of Information Technology and Electrical Engineering)","volume":"28 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2021-09-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"4","resultStr":"{\"title\":\"Kalman Filter to Improve Performance of PID Control Systems on DC Motors\",\"authors\":\"Seta Yuliawan, O. Wahyunggoro, N. Setiawan\",\"doi\":\"10.22146/ijitee.64511\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"A proportional–integral–derivative (PID) controller is a type of control system that is most widely applied in industrial world. Various tuning models have been developed to obtain optimal performance in PID control. However, the methods are designed under ideal circumstances. This means that the control system which has been built will not work optimally when noise exists. Noise can come from electrical vibrations, inference of electronic components, or other noise sources. Thus, it is necessary to design PID control system that can work optimally without being disturbed by noise. In this research, Kalman filter was used to improve the performance of PID controllers. The application of Kalman filter was used to reduce the noise of the input signal so that it could generate output signal which is in accordance with the expected output. Simulation result showed that the PID performance with Kalman filter was more optimal than the ordinary one to minimize the existing noise. The resulting speed of DC motor with Kalman filter had a lower overshoot than PID control without Kalman filter. This method resulted lower integral of absolute error (IAE) than ordinary PID controls. The IAE value for the PID controller with the Kalman filter was 25.4, the PID controller with the observer was 31.0, while the IAE value in the ordinary controller was only 60.9.\",\"PeriodicalId\":292390,\"journal\":{\"name\":\"IJITEE (International Journal of Information Technology and Electrical Engineering)\",\"volume\":\"28 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2021-09-30\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"4\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"IJITEE (International Journal of Information Technology and Electrical Engineering)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.22146/ijitee.64511\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"IJITEE (International Journal of Information Technology and Electrical Engineering)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.22146/ijitee.64511","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 4

摘要

比例-积分-导数(PID)控制器是工业上应用最广泛的一种控制系统。为了获得最优的PID控制性能,人们开发了各种各样的整定模型。然而,这些方法是在理想情况下设计的。这意味着当存在噪声时,已经建立的控制系统将不能达到最佳工作状态。噪声可能来自电振动、电子元件的干扰或其他噪声源。因此,有必要设计出不受噪声干扰的最优PID控制系统。在本研究中,采用卡尔曼滤波来改善PID控制器的性能。利用卡尔曼滤波对输入信号进行降噪处理,使其产生与期望输出相符的输出信号。仿真结果表明,与普通PID相比,采用卡尔曼滤波的PID在最小化现有噪声方面性能更优。与未加卡尔曼滤波的PID控制相比,加卡尔曼滤波后的直流电机转速超调量更小。与普通PID控制相比,该方法的绝对误差积分(IAE)较低。带卡尔曼滤波器的PID控制器的IAE值为25.4,带观测器的PID控制器的IAE值为31.0,而普通控制器的IAE值仅为60.9。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
Kalman Filter to Improve Performance of PID Control Systems on DC Motors
A proportional–integral–derivative (PID) controller is a type of control system that is most widely applied in industrial world. Various tuning models have been developed to obtain optimal performance in PID control. However, the methods are designed under ideal circumstances. This means that the control system which has been built will not work optimally when noise exists. Noise can come from electrical vibrations, inference of electronic components, or other noise sources. Thus, it is necessary to design PID control system that can work optimally without being disturbed by noise. In this research, Kalman filter was used to improve the performance of PID controllers. The application of Kalman filter was used to reduce the noise of the input signal so that it could generate output signal which is in accordance with the expected output. Simulation result showed that the PID performance with Kalman filter was more optimal than the ordinary one to minimize the existing noise. The resulting speed of DC motor with Kalman filter had a lower overshoot than PID control without Kalman filter. This method resulted lower integral of absolute error (IAE) than ordinary PID controls. The IAE value for the PID controller with the Kalman filter was 25.4, the PID controller with the observer was 31.0, while the IAE value in the ordinary controller was only 60.9.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
Eye Blink Classification for Assisting Disability to Communicate Using Bagging and Boosting Product Recommendation Based on Eye Tracking Data Using Fixation Duration Optimal Capacity and Location Wind Turbine to Minimize Power Losses Using NSGA-II Factors Affecting Collaboration Portal Effectiveness of the Audit Board of Indonesia Piezoelectric Energy Harvester for IoT Sensor Devices
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1