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Fast and Guaranteed Safe Controller Synthesis for Nonlinear Vehicle Models
We address the problem of synthesizing a controller for nonlinear systems with reach-avoid requirements. Our controller consists of a reference controller and a tracking controller which drives the actual trajectory to follow the reference trajectory. We identify a type of reference trajectory such...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7363215/ http://dx.doi.org/10.1007/978-3-030-53288-8_31 |
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author | Fan, Chuchu Miller, Kristina Mitra, Sayan |
author_facet | Fan, Chuchu Miller, Kristina Mitra, Sayan |
author_sort | Fan, Chuchu |
collection | PubMed |
description | We address the problem of synthesizing a controller for nonlinear systems with reach-avoid requirements. Our controller consists of a reference controller and a tracking controller which drives the actual trajectory to follow the reference trajectory. We identify a type of reference trajectory such that the tracking error between the actual trajectory of the closed-loop system and the reference trajectory can be bounded. Moreover, such a bound on the tracking error is independent of the reference trajectory. Using such bounds on the tracking error, we propose a method that can find a reference trajectory by solving a satisfiability problem over linear constraints. Our overall algorithm guarantees that the resulting controller can make sure every trajectory from the initial set of the system satisfies the given reach-avoid requirement. We also implement our technique in a tool FACTEST. We show that FACTEST can find controllers for four vehicle models (3–6 dimensional state space and 2–4 dimensional input space) across eight scenarios (with up to 22 obstacles), all with running time at the sub-second range. |
format | Online Article Text |
id | pubmed-7363215 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
record_format | MEDLINE/PubMed |
spelling | pubmed-73632152020-07-16 Fast and Guaranteed Safe Controller Synthesis for Nonlinear Vehicle Models Fan, Chuchu Miller, Kristina Mitra, Sayan Computer Aided Verification Article We address the problem of synthesizing a controller for nonlinear systems with reach-avoid requirements. Our controller consists of a reference controller and a tracking controller which drives the actual trajectory to follow the reference trajectory. We identify a type of reference trajectory such that the tracking error between the actual trajectory of the closed-loop system and the reference trajectory can be bounded. Moreover, such a bound on the tracking error is independent of the reference trajectory. Using such bounds on the tracking error, we propose a method that can find a reference trajectory by solving a satisfiability problem over linear constraints. Our overall algorithm guarantees that the resulting controller can make sure every trajectory from the initial set of the system satisfies the given reach-avoid requirement. We also implement our technique in a tool FACTEST. We show that FACTEST can find controllers for four vehicle models (3–6 dimensional state space and 2–4 dimensional input space) across eight scenarios (with up to 22 obstacles), all with running time at the sub-second range. 2020-06-13 /pmc/articles/PMC7363215/ http://dx.doi.org/10.1007/978-3-030-53288-8_31 Text en © The Author(s) 2020 Open Access This chapter is licensed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license and indicate if changes were made. The images or other third party material in this chapter are included in the chapter's Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the chapter's Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. |
spellingShingle | Article Fan, Chuchu Miller, Kristina Mitra, Sayan Fast and Guaranteed Safe Controller Synthesis for Nonlinear Vehicle Models |
title | Fast and Guaranteed Safe Controller Synthesis for Nonlinear Vehicle Models |
title_full | Fast and Guaranteed Safe Controller Synthesis for Nonlinear Vehicle Models |
title_fullStr | Fast and Guaranteed Safe Controller Synthesis for Nonlinear Vehicle Models |
title_full_unstemmed | Fast and Guaranteed Safe Controller Synthesis for Nonlinear Vehicle Models |
title_short | Fast and Guaranteed Safe Controller Synthesis for Nonlinear Vehicle Models |
title_sort | fast and guaranteed safe controller synthesis for nonlinear vehicle models |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7363215/ http://dx.doi.org/10.1007/978-3-030-53288-8_31 |
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