Driving with guardian: Blending user inputs with safety ensuring barriers

Michael Arwashan, T. Ge, Zexiang Liu, N. Ozay
{"title":"Driving with guardian: Blending user inputs with safety ensuring barriers","authors":"Michael Arwashan, T. Ge, Zexiang Liu, N. Ozay","doi":"10.1109/CCTA41146.2020.9206270","DOIUrl":null,"url":null,"abstract":"This paper considers the practical aspects of using a control barrier function induced by a robust controlled invariant set for supervising user inputs. Our focus application is path following/lane keeping functionality in advanced driver assist systems. We define specific normalized barrier functions for ellipsoidal and polytopic invariant sets. Then, we use the magnitude of these barriers to determine an optimum safe control input as well to determine when to blend this input with the user's input. This method allows for a smooth overriding of the user input and is well defined in the case that the barrier is violated due, for instance, to model mismatch. The method is demonstrated in a realistic simulation environment. These simulations show the proposed method to be a computationally light way to safeguard user inputs in a smooth manner.","PeriodicalId":241335,"journal":{"name":"2020 IEEE Conference on Control Technology and Applications (CCTA)","volume":"8 3 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2020-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2020 IEEE Conference on Control Technology and Applications (CCTA)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/CCTA41146.2020.9206270","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

Abstract

This paper considers the practical aspects of using a control barrier function induced by a robust controlled invariant set for supervising user inputs. Our focus application is path following/lane keeping functionality in advanced driver assist systems. We define specific normalized barrier functions for ellipsoidal and polytopic invariant sets. Then, we use the magnitude of these barriers to determine an optimum safe control input as well to determine when to blend this input with the user's input. This method allows for a smooth overriding of the user input and is well defined in the case that the barrier is violated due, for instance, to model mismatch. The method is demonstrated in a realistic simulation environment. These simulations show the proposed method to be a computationally light way to safeguard user inputs in a smooth manner.
与监护人一起驾驶:将用户输入与安全保障屏障相结合
本文考虑了使用由鲁棒控制不变量集诱导的控制障碍函数来监督用户输入的实际问题。我们的重点应用是高级驾驶辅助系统中的路径跟踪/车道保持功能。我们定义了椭球和多面体不变量集的规格化障函数。然后,我们使用这些障碍的大小来确定最佳的安全控制输入,以及确定何时将此输入与用户输入混合。此方法允许平滑地覆盖用户输入,并且在由于模型不匹配而违反屏障的情况下定义良好。该方法在一个真实的仿真环境中得到了验证。这些仿真结果表明,该方法是一种计算量小的方法,可以平滑地保护用户输入。
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