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A Coalitional Distributed Model Predictive Control Perspective for a Cyber-Physical Multi-Agent Application
Following the current technological development and informational advancement, more and more physical systems have become interconnected and linked via communication networks. The objective of this work is the development of a Coalitional Distributed Model Predictive Control (C- DMPC) strategy suita...
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/PMC8230880/ https://www.ncbi.nlm.nih.gov/pubmed/34208222 http://dx.doi.org/10.3390/s21124041 |
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author | Maxim, Anca Caruntu, Constantin-Florin |
author_facet | Maxim, Anca Caruntu, Constantin-Florin |
author_sort | Maxim, Anca |
collection | PubMed |
description | Following the current technological development and informational advancement, more and more physical systems have become interconnected and linked via communication networks. The objective of this work is the development of a Coalitional Distributed Model Predictive Control (C- DMPC) strategy suitable for controlling cyber-physical, multi-agent systems. The motivation behind this endeavour is to design a novel algorithm with a flexible control architecture by combining the advantages of classical DMPC with Coalitional MPC. The simulation results were achieved using a test scenario composed of four dynamically coupled sub-systems, connected through an unidirectional communication topology. The obtained results illustrate that, when the feasibility of the local optimization problem is lost, forming a coalition between neighbouring agents solves this shortcoming and maintains the functionality of the entire system. These findings successfully prove the efficiency and performance of the proposed coalitional DMPC method. |
format | Online Article Text |
id | pubmed-8230880 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-82308802021-06-26 A Coalitional Distributed Model Predictive Control Perspective for a Cyber-Physical Multi-Agent Application Maxim, Anca Caruntu, Constantin-Florin Sensors (Basel) Article Following the current technological development and informational advancement, more and more physical systems have become interconnected and linked via communication networks. The objective of this work is the development of a Coalitional Distributed Model Predictive Control (C- DMPC) strategy suitable for controlling cyber-physical, multi-agent systems. The motivation behind this endeavour is to design a novel algorithm with a flexible control architecture by combining the advantages of classical DMPC with Coalitional MPC. The simulation results were achieved using a test scenario composed of four dynamically coupled sub-systems, connected through an unidirectional communication topology. The obtained results illustrate that, when the feasibility of the local optimization problem is lost, forming a coalition between neighbouring agents solves this shortcoming and maintains the functionality of the entire system. These findings successfully prove the efficiency and performance of the proposed coalitional DMPC method. MDPI 2021-06-11 /pmc/articles/PMC8230880/ /pubmed/34208222 http://dx.doi.org/10.3390/s21124041 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 Maxim, Anca Caruntu, Constantin-Florin A Coalitional Distributed Model Predictive Control Perspective for a Cyber-Physical Multi-Agent Application |
title | A Coalitional Distributed Model Predictive Control Perspective for a Cyber-Physical Multi-Agent Application |
title_full | A Coalitional Distributed Model Predictive Control Perspective for a Cyber-Physical Multi-Agent Application |
title_fullStr | A Coalitional Distributed Model Predictive Control Perspective for a Cyber-Physical Multi-Agent Application |
title_full_unstemmed | A Coalitional Distributed Model Predictive Control Perspective for a Cyber-Physical Multi-Agent Application |
title_short | A Coalitional Distributed Model Predictive Control Perspective for a Cyber-Physical Multi-Agent Application |
title_sort | coalitional distributed model predictive control perspective for a cyber-physical multi-agent application |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8230880/ https://www.ncbi.nlm.nih.gov/pubmed/34208222 http://dx.doi.org/10.3390/s21124041 |
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