用Takagi-Sugeno模糊模型表示的一类非线性系统可达集的椭球逼近

Yuri V. Talagaev
{"title":"用Takagi-Sugeno模糊模型表示的一类非线性系统可达集的椭球逼近","authors":"Yuri V. Talagaev","doi":"10.1109/STAB.2018.8408405","DOIUrl":null,"url":null,"abstract":"An approach that allows approximating reachability sets of a class of nonlinear systems under bounded exogenous disturbances is presented. Its implementation includes two stages. At the first stage the transition to fuzzy description is performed. A nonlinear system is replaced by the equivalent Takagi-Sugeno fuzzy model. This allows describing the behavior of the initial system in the given area of the phase space via a set of linear models weighted by membership functions. At the second stage the reachability sets of the system are estimated on the basis of generalization of the method of invariant ellipsoids. The numerical testing results that allow assessing the conservatism of the obtained estimations are presented.","PeriodicalId":395462,"journal":{"name":"2018 14th International Conference \"Stability and Oscillations of Nonlinear Control Systems\" (Pyatnitskiy's Conference) (STAB)","volume":"149 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2018-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"2","resultStr":"{\"title\":\"Ellipsoidal approximation of reachability sets of a class of nonlinear systems represented by the Takagi-Sugeno fuzzy models\",\"authors\":\"Yuri V. Talagaev\",\"doi\":\"10.1109/STAB.2018.8408405\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"An approach that allows approximating reachability sets of a class of nonlinear systems under bounded exogenous disturbances is presented. Its implementation includes two stages. At the first stage the transition to fuzzy description is performed. A nonlinear system is replaced by the equivalent Takagi-Sugeno fuzzy model. This allows describing the behavior of the initial system in the given area of the phase space via a set of linear models weighted by membership functions. At the second stage the reachability sets of the system are estimated on the basis of generalization of the method of invariant ellipsoids. The numerical testing results that allow assessing the conservatism of the obtained estimations are presented.\",\"PeriodicalId\":395462,\"journal\":{\"name\":\"2018 14th International Conference \\\"Stability and Oscillations of Nonlinear Control Systems\\\" (Pyatnitskiy's Conference) (STAB)\",\"volume\":\"149 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2018-05-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"2\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2018 14th International Conference \\\"Stability and Oscillations of Nonlinear Control Systems\\\" (Pyatnitskiy's Conference) (STAB)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/STAB.2018.8408405\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2018 14th International Conference \"Stability and Oscillations of Nonlinear Control Systems\" (Pyatnitskiy's Conference) (STAB)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/STAB.2018.8408405","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 2

摘要

给出了一类非线性系统在有界外生扰动下的可达集的逼近方法。其实施包括两个阶段。在第一阶段,执行向模糊描述的过渡。用等效的Takagi-Sugeno模糊模型代替非线性系统。这允许通过一组由隶属函数加权的线性模型来描述初始系统在相空间给定区域内的行为。第二阶段,在推广不变椭球体方法的基础上估计系统的可达集。给出了数值试验结果,用以评估所得估计的稳健性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Ellipsoidal approximation of reachability sets of a class of nonlinear systems represented by the Takagi-Sugeno fuzzy models
An approach that allows approximating reachability sets of a class of nonlinear systems under bounded exogenous disturbances is presented. Its implementation includes two stages. At the first stage the transition to fuzzy description is performed. A nonlinear system is replaced by the equivalent Takagi-Sugeno fuzzy model. This allows describing the behavior of the initial system in the given area of the phase space via a set of linear models weighted by membership functions. At the second stage the reachability sets of the system are estimated on the basis of generalization of the method of invariant ellipsoids. The numerical testing results that allow assessing the conservatism of the obtained estimations are presented.
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
×
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:604180095
Book学术官方微信