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Investigation on the Model-Based Control Performance in Vehicle Safety Critical Scenarios with Varying Tyre Limits
In recent years the increasing needs of reducing the costs of car development expressed by the automotive market have determined a rapid development of virtual driver prototyping tools that aims at reproducing vehicle behaviors. Nevertheless, these advanced tools are still not designed to exploit th...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8399611/ https://www.ncbi.nlm.nih.gov/pubmed/34450816 http://dx.doi.org/10.3390/s21165372 |
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author | Sakhnevych, Aleksandr Arricale, Vincenzo Maria Bruschetta, Mattia Censi, Andrea Mion, Enrico Picotti, Enrico Frazzoli, Emilio |
author_facet | Sakhnevych, Aleksandr Arricale, Vincenzo Maria Bruschetta, Mattia Censi, Andrea Mion, Enrico Picotti, Enrico Frazzoli, Emilio |
author_sort | Sakhnevych, Aleksandr |
collection | PubMed |
description | In recent years the increasing needs of reducing the costs of car development expressed by the automotive market have determined a rapid development of virtual driver prototyping tools that aims at reproducing vehicle behaviors. Nevertheless, these advanced tools are still not designed to exploit the entire vehicle dynamics potential, preferring to assure the minimum requirements in the worst possible operating conditions instead. Furthermore, their calibration is typically performed in a pre-defined strict range of operating conditions, established by specific regulations or OEM routines. For this reason, their performance can considerably decrease in particularly crucial safetycritical situations, where the environmental conditions (rain, snow, ice), the road singularities (oil stains, puddles, holes), and the tyre thermal and ageing phenomena can deeply affect the adherence potential. The objective of the work is to investigate the possibility of the physical model-based control to take into account the variations in terms of the dynamic behavior of the systems and of the boundary conditions. Different scenarios with specific tyre thermal and wear conditions have been tested on diverse road surfaces validating the designed model predictive control algorithm in a hardware-in-the-loop real-time environment and demonstrating the augmented reliability of an advanced virtual driver aware of available information concerning the tyre dynamic limits. The multidisciplinary proposal will provide a paradigm shift in the development of strategies and a solid breakthrough towards enhanced development of the driving automatization systems, unleashing the potential of physical modeling to the next level of vehicle control, able to exploit and to take into account the multi-physical tyre variations. |
format | Online Article Text |
id | pubmed-8399611 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-83996112021-08-29 Investigation on the Model-Based Control Performance in Vehicle Safety Critical Scenarios with Varying Tyre Limits Sakhnevych, Aleksandr Arricale, Vincenzo Maria Bruschetta, Mattia Censi, Andrea Mion, Enrico Picotti, Enrico Frazzoli, Emilio Sensors (Basel) Article In recent years the increasing needs of reducing the costs of car development expressed by the automotive market have determined a rapid development of virtual driver prototyping tools that aims at reproducing vehicle behaviors. Nevertheless, these advanced tools are still not designed to exploit the entire vehicle dynamics potential, preferring to assure the minimum requirements in the worst possible operating conditions instead. Furthermore, their calibration is typically performed in a pre-defined strict range of operating conditions, established by specific regulations or OEM routines. For this reason, their performance can considerably decrease in particularly crucial safetycritical situations, where the environmental conditions (rain, snow, ice), the road singularities (oil stains, puddles, holes), and the tyre thermal and ageing phenomena can deeply affect the adherence potential. The objective of the work is to investigate the possibility of the physical model-based control to take into account the variations in terms of the dynamic behavior of the systems and of the boundary conditions. Different scenarios with specific tyre thermal and wear conditions have been tested on diverse road surfaces validating the designed model predictive control algorithm in a hardware-in-the-loop real-time environment and demonstrating the augmented reliability of an advanced virtual driver aware of available information concerning the tyre dynamic limits. The multidisciplinary proposal will provide a paradigm shift in the development of strategies and a solid breakthrough towards enhanced development of the driving automatization systems, unleashing the potential of physical modeling to the next level of vehicle control, able to exploit and to take into account the multi-physical tyre variations. MDPI 2021-08-09 /pmc/articles/PMC8399611/ /pubmed/34450816 http://dx.doi.org/10.3390/s21165372 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Sakhnevych, Aleksandr Arricale, Vincenzo Maria Bruschetta, Mattia Censi, Andrea Mion, Enrico Picotti, Enrico Frazzoli, Emilio Investigation on the Model-Based Control Performance in Vehicle Safety Critical Scenarios with Varying Tyre Limits |
title | Investigation on the Model-Based Control Performance in Vehicle Safety Critical Scenarios with Varying Tyre Limits |
title_full | Investigation on the Model-Based Control Performance in Vehicle Safety Critical Scenarios with Varying Tyre Limits |
title_fullStr | Investigation on the Model-Based Control Performance in Vehicle Safety Critical Scenarios with Varying Tyre Limits |
title_full_unstemmed | Investigation on the Model-Based Control Performance in Vehicle Safety Critical Scenarios with Varying Tyre Limits |
title_short | Investigation on the Model-Based Control Performance in Vehicle Safety Critical Scenarios with Varying Tyre Limits |
title_sort | investigation on the model-based control performance in vehicle safety critical scenarios with varying tyre limits |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8399611/ https://www.ncbi.nlm.nih.gov/pubmed/34450816 http://dx.doi.org/10.3390/s21165372 |
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