用于快速动态系统实时控制的非线性模型预测控制器

S. P. Diwan, S. Deshpande
{"title":"用于快速动态系统实时控制的非线性模型预测控制器","authors":"S. P. Diwan, S. Deshpande","doi":"10.1109/ICCES45898.2019.9002380","DOIUrl":null,"url":null,"abstract":"The computational complexity due to the system's non-linearity and non-convexity, restricts the use of nonlinear model predictive control (NMPC) for fast dynamic real time systems. This paper presents the real time development of the NMPC to control the highly nonlinear fast dynamic single rotary inverted pendulum (SRIP) system in inverted position with 20 millisecond sampling period which corresponds to nonlinear nonconvex optimization problem. This challenging problem is solved with online successive linearization and optimization on the compact reconfigurable input/output (cRIO) (field programmable gate array (FPGA)) hardware platform from National Instruments. The effectiveness of the control algorithm with the rapid disturbance rejection capability is validated using experimental results.","PeriodicalId":348347,"journal":{"name":"2019 International Conference on Communication and Electronics Systems (ICCES)","volume":"26 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2019-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"3","resultStr":"{\"title\":\"Nonlinear Model Predictive Controller for the Real-Time control of Fast Dynamic System\",\"authors\":\"S. P. Diwan, S. Deshpande\",\"doi\":\"10.1109/ICCES45898.2019.9002380\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"The computational complexity due to the system's non-linearity and non-convexity, restricts the use of nonlinear model predictive control (NMPC) for fast dynamic real time systems. This paper presents the real time development of the NMPC to control the highly nonlinear fast dynamic single rotary inverted pendulum (SRIP) system in inverted position with 20 millisecond sampling period which corresponds to nonlinear nonconvex optimization problem. This challenging problem is solved with online successive linearization and optimization on the compact reconfigurable input/output (cRIO) (field programmable gate array (FPGA)) hardware platform from National Instruments. The effectiveness of the control algorithm with the rapid disturbance rejection capability is validated using experimental results.\",\"PeriodicalId\":348347,\"journal\":{\"name\":\"2019 International Conference on Communication and Electronics Systems (ICCES)\",\"volume\":\"26 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2019-07-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"3\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2019 International Conference on Communication and Electronics Systems (ICCES)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ICCES45898.2019.9002380\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2019 International Conference on Communication and Electronics Systems (ICCES)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICCES45898.2019.9002380","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 3

摘要

由于系统的非线性和非凸性,使得非线性模型预测控制(NMPC)在快速动态实时系统中的应用受到限制。本文介绍了采用NMPC实时控制高非线性快速动态单回转倒立摆(SRIP)系统倒立位置,采样周期为20毫秒的非线性非凸优化问题。在美国国家仪器公司的紧凑型可重构输入/输出(cRIO)(现场可编程门阵列(FPGA))硬件平台上,通过在线连续线性化和优化解决了这一具有挑战性的问题。实验结果验证了该控制算法的有效性和快速抗干扰能力。
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
Nonlinear Model Predictive Controller for the Real-Time control of Fast Dynamic System
The computational complexity due to the system's non-linearity and non-convexity, restricts the use of nonlinear model predictive control (NMPC) for fast dynamic real time systems. This paper presents the real time development of the NMPC to control the highly nonlinear fast dynamic single rotary inverted pendulum (SRIP) system in inverted position with 20 millisecond sampling period which corresponds to nonlinear nonconvex optimization problem. This challenging problem is solved with online successive linearization and optimization on the compact reconfigurable input/output (cRIO) (field programmable gate array (FPGA)) hardware platform from National Instruments. The effectiveness of the control algorithm with the rapid disturbance rejection capability is validated using experimental results.
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
Automated Library System Using Robotic Arm Road Crack Detection and Segmentation for Autonomous Driving Design and Simulation of Two Stage Sample and Hold Circuit with Low Power using Current Controlled Conveyor The PI Controllers and its optimal tuning for Load Frequency Control (LFC) of Hybrid Hydro-thermal Power Systems Low Power Hardware Based Real Time Music System and Digital Data Transmission Using FPGA
×
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