Performance Analysis of MPC for Level Control of Modified Quadruple Tank System

Shekhar Gehlaut, Tarun Varshney, S. Gupta
{"title":"Performance Analysis of MPC for Level Control of Modified Quadruple Tank System","authors":"Shekhar Gehlaut, Tarun Varshney, S. Gupta","doi":"10.1109/EPETSG.2018.8659317","DOIUrl":null,"url":null,"abstract":"This work carries out a comprehensive performance analysis of Model Predictive Controller (MPC) for a modified version of benchmark Quadruple Tank System (QTS) which is a Multi input multi output (MIMO), highly nonlinear coupled system. The objective is to control the water level of Modified Quadruple Tank System (mQTS) with the optimization of objective cost function of system error while satisfying input amplitude constraints. Simulation studies have been carried out and results are fairly compared with PI and LQR controllers. Results proclaim that the centralized MPC with a sufficiently large prediction horizon is better choice as compared to decentralized PI and centralized LQR controller as it measures the loss of performance due to the linear nature of the prediction model.","PeriodicalId":385912,"journal":{"name":"2018 2nd International Conference on Power, Energy and Environment: Towards Smart Technology (ICEPE)","volume":"363 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2018-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2018 2nd International Conference on Power, Energy and Environment: Towards Smart Technology (ICEPE)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/EPETSG.2018.8659317","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 1

Abstract

This work carries out a comprehensive performance analysis of Model Predictive Controller (MPC) for a modified version of benchmark Quadruple Tank System (QTS) which is a Multi input multi output (MIMO), highly nonlinear coupled system. The objective is to control the water level of Modified Quadruple Tank System (mQTS) with the optimization of objective cost function of system error while satisfying input amplitude constraints. Simulation studies have been carried out and results are fairly compared with PI and LQR controllers. Results proclaim that the centralized MPC with a sufficiently large prediction horizon is better choice as compared to decentralized PI and centralized LQR controller as it measures the loss of performance due to the linear nature of the prediction model.
MPC在改进型四缸系统液位控制中的性能分析
本文针对四缸系统(QTS)的改进版本进行了模型预测控制器(MPC)的综合性能分析,该系统是一个多输入多输出(MIMO),高度非线性耦合系统。目标是在满足输入幅度约束的情况下,通过优化系统误差目标代价函数来控制改进型四缸系统(mQTS)的水位。进行了仿真研究,结果与PI和LQR控制器进行了比较。结果表明,与分散PI和集中式LQR控制器相比,具有足够大预测范围的集中式MPC是更好的选择,因为它可以测量由于预测模型的线性特性而导致的性能损失。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
自引率
0.00%
发文量
0
×
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
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
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 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信