Reach-Avoid Verification for Time-varying Systems with Uncertain Disturbances

Ruiqi Hu, Kairong Liu, Zhikun She
{"title":"Reach-Avoid Verification for Time-varying Systems with Uncertain Disturbances","authors":"Ruiqi Hu, Kairong Liu, Zhikun She","doi":"10.1109/MEMOCODE57689.2022.9954600","DOIUrl":null,"url":null,"abstract":"In this work, we investigate the reach-avoid problem of a class of time-varying analytic systems with disturbances described by uncertain parameters. Firstly, by proposing the concepts of maximal and minimal reachable sets, we connect the avoidability and reachability with maximal and minimal reachable sets respectively. Then, for a given disturbance parameter, we introduce the evolution function for exactly describing the reachable set, and find a series representation of this evolution function with its Lie derivatives, which can also be regarded as a series function w.r.t. the uncertain parameter. Afterward, based on the partial sums of this series, over- and under-approximations of evolution function are constructed, which can be realized by interval arithmetics with designated precision. Further, we propose sufficient conditions for avoidability and reachability and design a numerical quantifier elimination based algorithm to verify these conditions; moreover, we improve the algorithm with a time-splitting technique. Finally, we implement the algorithm and use some benchmarks with comparisons to show that our methodology is both efficient and promising.","PeriodicalId":157326,"journal":{"name":"2022 20th ACM-IEEE International Conference on Formal Methods and Models for System Design (MEMOCODE)","volume":"12 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-10-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2022 20th ACM-IEEE International Conference on Formal Methods and Models for System Design (MEMOCODE)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/MEMOCODE57689.2022.9954600","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

In this work, we investigate the reach-avoid problem of a class of time-varying analytic systems with disturbances described by uncertain parameters. Firstly, by proposing the concepts of maximal and minimal reachable sets, we connect the avoidability and reachability with maximal and minimal reachable sets respectively. Then, for a given disturbance parameter, we introduce the evolution function for exactly describing the reachable set, and find a series representation of this evolution function with its Lie derivatives, which can also be regarded as a series function w.r.t. the uncertain parameter. Afterward, based on the partial sums of this series, over- and under-approximations of evolution function are constructed, which can be realized by interval arithmetics with designated precision. Further, we propose sufficient conditions for avoidability and reachability and design a numerical quantifier elimination based algorithm to verify these conditions; moreover, we improve the algorithm with a time-splitting technique. Finally, we implement the algorithm and use some benchmarks with comparisons to show that our methodology is both efficient and promising.
不确定扰动时变系统的达避验证
本文研究了一类具有不确定参数扰动的时变分析系统的达避问题。首先,通过提出最大和最小可达集的概念,将可避免性和可达性分别与最大和最小可达集联系起来。然后,对于给定的扰动参数,引入精确描述可达集的演化函数,并找到该演化函数及其李导数的级数表示形式,该演化函数也可以看作是不确定参数的级数函数w.r.t.。然后,基于该级数的部分和,构造演化函数的过逼近和欠逼近,用指定精度的区间算法实现。进一步,我们提出了可避免性和可达性的充分条件,并设计了一个基于数值量词消除的算法来验证这些条件;此外,我们还利用时间分割技术对算法进行了改进。最后,我们实现了该算法,并使用一些基准测试进行比较,以表明我们的方法既有效又有前途。
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:604180095
Book学术官方微信