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Coalitional Distributed Model Predictive Control Strategy for Vehicle Platooning Applications

This work aims at developing and testing a novel Coalitional Distributed Model Predictive Control (C-DMPC) strategy suitable for vehicle platooning applications. The stability of the algorithm is ensured via the terminal constraint region formulation, with robust positively invariant sets. To ensure...

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Detalles Bibliográficos
Autores principales: Maxim, Anca, Caruntu, Constantin-Florin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8838681/
https://www.ncbi.nlm.nih.gov/pubmed/35161743
http://dx.doi.org/10.3390/s22030997
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author Maxim, Anca
Caruntu, Constantin-Florin
author_facet Maxim, Anca
Caruntu, Constantin-Florin
author_sort Maxim, Anca
collection PubMed
description This work aims at developing and testing a novel Coalitional Distributed Model Predictive Control (C-DMPC) strategy suitable for vehicle platooning applications. The stability of the algorithm is ensured via the terminal constraint region formulation, with robust positively invariant sets. To ensure a greater flexibility, in the initialization part of the method, an invariant table set is created containing several invariant sets computed for different constraints values. The algorithm was tested in simulation, using both homogeneous and heterogeneous initial conditions for a platoon with four homogeneous vehicles, using a predecessor-following, uni-directionally communication topology. The simulation results show that the coalitions between vehicles are formed in the beginning of the experiment, when the local feasibility of each vehicle is lost. These findings successfully prove the usefulness of the proposed coalitional DMPC method in a vehicle platooning application, and illustrate the robustness of the algorithm, when tested in different initial conditions.
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spelling pubmed-88386812022-02-13 Coalitional Distributed Model Predictive Control Strategy for Vehicle Platooning Applications Maxim, Anca Caruntu, Constantin-Florin Sensors (Basel) Article This work aims at developing and testing a novel Coalitional Distributed Model Predictive Control (C-DMPC) strategy suitable for vehicle platooning applications. The stability of the algorithm is ensured via the terminal constraint region formulation, with robust positively invariant sets. To ensure a greater flexibility, in the initialization part of the method, an invariant table set is created containing several invariant sets computed for different constraints values. The algorithm was tested in simulation, using both homogeneous and heterogeneous initial conditions for a platoon with four homogeneous vehicles, using a predecessor-following, uni-directionally communication topology. The simulation results show that the coalitions between vehicles are formed in the beginning of the experiment, when the local feasibility of each vehicle is lost. These findings successfully prove the usefulness of the proposed coalitional DMPC method in a vehicle platooning application, and illustrate the robustness of the algorithm, when tested in different initial conditions. MDPI 2022-01-27 /pmc/articles/PMC8838681/ /pubmed/35161743 http://dx.doi.org/10.3390/s22030997 Text en © 2022 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
Maxim, Anca
Caruntu, Constantin-Florin
Coalitional Distributed Model Predictive Control Strategy for Vehicle Platooning Applications
title Coalitional Distributed Model Predictive Control Strategy for Vehicle Platooning Applications
title_full Coalitional Distributed Model Predictive Control Strategy for Vehicle Platooning Applications
title_fullStr Coalitional Distributed Model Predictive Control Strategy for Vehicle Platooning Applications
title_full_unstemmed Coalitional Distributed Model Predictive Control Strategy for Vehicle Platooning Applications
title_short Coalitional Distributed Model Predictive Control Strategy for Vehicle Platooning Applications
title_sort coalitional distributed model predictive control strategy for vehicle platooning applications
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8838681/
https://www.ncbi.nlm.nih.gov/pubmed/35161743
http://dx.doi.org/10.3390/s22030997
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