不确定非线性系统的精确可达性分析

M. Rungger, Majid Zamani
{"title":"不确定非线性系统的精确可达性分析","authors":"M. Rungger, Majid Zamani","doi":"10.1145/3178126.3178127","DOIUrl":null,"url":null,"abstract":"We propose an algorithm to over-approximate the reachable set of nonlinear systems with bounded, time-varying parameters and uncertain initial conditions. The algorithm is based on the conservative representation of the nonlinear dynamics by a differential inclusion consisting of a linear term and the Minkowsky sum of two convex sets. The linear term and one of the two sets are obtained by a conservative first-order over-approximation of the nonlinear dynamics with respect to the system state. The second set accounts for the effect of the time-varying parameters. A distinctive feature of the novel algorithm is the possibility to over-approximate the reachable set to any desired accuracy by appropriately choosing the parameters in the computation. We provide an example that illustrates the effectiveness of our approach.","PeriodicalId":131076,"journal":{"name":"Proceedings of the 21st International Conference on Hybrid Systems: Computation and Control (part of CPS Week)","volume":"70 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2018-04-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"20","resultStr":"{\"title\":\"Accurate reachability analysis of uncertain nonlinear systems\",\"authors\":\"M. Rungger, Majid Zamani\",\"doi\":\"10.1145/3178126.3178127\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"We propose an algorithm to over-approximate the reachable set of nonlinear systems with bounded, time-varying parameters and uncertain initial conditions. The algorithm is based on the conservative representation of the nonlinear dynamics by a differential inclusion consisting of a linear term and the Minkowsky sum of two convex sets. The linear term and one of the two sets are obtained by a conservative first-order over-approximation of the nonlinear dynamics with respect to the system state. The second set accounts for the effect of the time-varying parameters. A distinctive feature of the novel algorithm is the possibility to over-approximate the reachable set to any desired accuracy by appropriately choosing the parameters in the computation. We provide an example that illustrates the effectiveness of our approach.\",\"PeriodicalId\":131076,\"journal\":{\"name\":\"Proceedings of the 21st International Conference on Hybrid Systems: Computation and Control (part of CPS Week)\",\"volume\":\"70 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2018-04-11\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"20\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Proceedings of the 21st International Conference on Hybrid Systems: Computation and Control (part of CPS Week)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1145/3178126.3178127\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the 21st International Conference on Hybrid Systems: Computation and Control (part of CPS Week)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/3178126.3178127","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 20

摘要

提出了一种具有有界时变参数和不确定初始条件的非线性系统可达集的过逼近算法。该算法基于由线性项和两个凸集的Minkowsky和组成的微分包含对非线性动力学的保守表示。通过非线性动力学对系统状态的一阶保守过逼近,得到线性项和其中一个集合。第二组考虑了时变参数的影响。新算法的一个显著特征是,通过在计算中适当地选择参数,可以将可达集过度逼近到任何期望的精度。我们提供了一个例子来说明我们的方法的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Accurate reachability analysis of uncertain nonlinear systems
We propose an algorithm to over-approximate the reachable set of nonlinear systems with bounded, time-varying parameters and uncertain initial conditions. The algorithm is based on the conservative representation of the nonlinear dynamics by a differential inclusion consisting of a linear term and the Minkowsky sum of two convex sets. The linear term and one of the two sets are obtained by a conservative first-order over-approximation of the nonlinear dynamics with respect to the system state. The second set accounts for the effect of the time-varying parameters. A distinctive feature of the novel algorithm is the possibility to over-approximate the reachable set to any desired accuracy by appropriately choosing the parameters in the computation. We provide an example that illustrates the effectiveness of our approach.
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:481959085
Book学术官方微信