Self-Organizing Agents for an Adaptive Control of Heat Engines
International audience Controlling heat engines imposes to deal with high dynamics, non-linearity and multiple interdependencies. A way handle these difficulties is enable the controller to learn how the engine behaves, hence avoiding the costly use of an explicit model of the process. Adaptive Mult...
Published in: | Proceedings of the 10th International Conference on Informatics in Control, Automation and Robotics |
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ftunivtoulouse2:oai:HAL:hal-04083843v1 2023-12-17T10:32:09+01:00 Self-Organizing Agents for an Adaptive Control of Heat Engines Boes, Jérémy Migeon, Frédéric Gatto, François Systèmes Multi-Agents Coopératifs (IRIT-SMAC) Institut de recherche en informatique de Toulouse (IRIT) Université Toulouse Capitole (UT Capitole) Université de Toulouse (UT)-Université de Toulouse (UT)-Université Toulouse - Jean Jaurès (UT2J) Université de Toulouse (UT)-Université Toulouse III - Paul Sabatier (UT3) Université de Toulouse (UT)-Centre National de la Recherche Scientifique (CNRS)-Institut National Polytechnique (Toulouse) (Toulouse INP) Université de Toulouse (UT)-Toulouse Mind & Brain Institut (TMBI) Université Toulouse - Jean Jaurès (UT2J) Université de Toulouse (UT)-Université de Toulouse (UT)-Université Toulouse III - Paul Sabatier (UT3) Université de Toulouse (UT)-Université Toulouse Capitole (UT Capitole) Université de Toulouse (UT) Reykjavik, Iceland 2013-07-29 https://hal.science/hal-04083843 https://hal.science/hal-04083843/document https://hal.science/hal-04083843/file/boes_12476.pdf https://doi.org/10.5220/0004483302430250 en eng HAL CCSD SciTePress - Science and and Technology Publications info:eu-repo/semantics/altIdentifier/doi/10.5220/0004483302430250 ISBN: 978-989-8565-70-9 hal-04083843 https://hal.science/hal-04083843 https://hal.science/hal-04083843/document https://hal.science/hal-04083843/file/boes_12476.pdf doi:10.5220/0004483302430250 OATAO: 12476 info:eu-repo/semantics/OpenAccess Proceedings of the 10th International Conference on Informatics in Control, Automation and Robotics 10th International Conference on Informatics in Control, Automation and Robotics (ICINCO 2013) https://hal.science/hal-04083843 10th International Conference on Informatics in Control, Automation and Robotics (ICINCO 2013), Jul 2013, Reykjavik, Iceland. pp.243-250, ⟨10.5220/0004483302430250⟩ https://www.scitepress.org/Papers/2013/44833/44833.pdf Multi-agent systems Self-organization Intelligent control systems [INFO.INFO-MA]Computer Science [cs]/Multiagent Systems [cs.MA] info:eu-repo/semantics/conferenceObject Conference papers 2013 ftunivtoulouse2 https://doi.org/10.5220/0004483302430250 2023-11-21T23:32:24Z International audience Controlling heat engines imposes to deal with high dynamics, non-linearity and multiple interdependencies. A way handle these difficulties is enable the controller to learn how the engine behaves, hence avoiding the costly use of an explicit model of the process. Adaptive Multi-Agent Systems (AMAS) are able to learn and to adapt themselves to their environment thanks to the cooperative self-organization of their agents. A change in the organization of the agents results in a change of the emergent function. Thus we assume that AMAS are a good alternative for complex systems control, reuniting learning, adaptivity, robustness and genericity. In this paper, we present an AMAS for the control of heat engines and show several results. Conference Object Iceland Université Toulouse 2 - Jean Jaurès: HAL Proceedings of the 10th International Conference on Informatics in Control, Automation and Robotics 243 250 |
institution |
Open Polar |
collection |
Université Toulouse 2 - Jean Jaurès: HAL |
op_collection_id |
ftunivtoulouse2 |
language |
English |
topic |
Multi-agent systems Self-organization Intelligent control systems [INFO.INFO-MA]Computer Science [cs]/Multiagent Systems [cs.MA] |
spellingShingle |
Multi-agent systems Self-organization Intelligent control systems [INFO.INFO-MA]Computer Science [cs]/Multiagent Systems [cs.MA] Boes, Jérémy Migeon, Frédéric Gatto, François Self-Organizing Agents for an Adaptive Control of Heat Engines |
topic_facet |
Multi-agent systems Self-organization Intelligent control systems [INFO.INFO-MA]Computer Science [cs]/Multiagent Systems [cs.MA] |
description |
International audience Controlling heat engines imposes to deal with high dynamics, non-linearity and multiple interdependencies. A way handle these difficulties is enable the controller to learn how the engine behaves, hence avoiding the costly use of an explicit model of the process. Adaptive Multi-Agent Systems (AMAS) are able to learn and to adapt themselves to their environment thanks to the cooperative self-organization of their agents. A change in the organization of the agents results in a change of the emergent function. Thus we assume that AMAS are a good alternative for complex systems control, reuniting learning, adaptivity, robustness and genericity. In this paper, we present an AMAS for the control of heat engines and show several results. |
author2 |
Systèmes Multi-Agents Coopératifs (IRIT-SMAC) Institut de recherche en informatique de Toulouse (IRIT) Université Toulouse Capitole (UT Capitole) Université de Toulouse (UT)-Université de Toulouse (UT)-Université Toulouse - Jean Jaurès (UT2J) Université de Toulouse (UT)-Université Toulouse III - Paul Sabatier (UT3) Université de Toulouse (UT)-Centre National de la Recherche Scientifique (CNRS)-Institut National Polytechnique (Toulouse) (Toulouse INP) Université de Toulouse (UT)-Toulouse Mind & Brain Institut (TMBI) Université Toulouse - Jean Jaurès (UT2J) Université de Toulouse (UT)-Université de Toulouse (UT)-Université Toulouse III - Paul Sabatier (UT3) Université de Toulouse (UT)-Université Toulouse Capitole (UT Capitole) Université de Toulouse (UT) |
format |
Conference Object |
author |
Boes, Jérémy Migeon, Frédéric Gatto, François |
author_facet |
Boes, Jérémy Migeon, Frédéric Gatto, François |
author_sort |
Boes, Jérémy |
title |
Self-Organizing Agents for an Adaptive Control of Heat Engines |
title_short |
Self-Organizing Agents for an Adaptive Control of Heat Engines |
title_full |
Self-Organizing Agents for an Adaptive Control of Heat Engines |
title_fullStr |
Self-Organizing Agents for an Adaptive Control of Heat Engines |
title_full_unstemmed |
Self-Organizing Agents for an Adaptive Control of Heat Engines |
title_sort |
self-organizing agents for an adaptive control of heat engines |
publisher |
HAL CCSD |
publishDate |
2013 |
url |
https://hal.science/hal-04083843 https://hal.science/hal-04083843/document https://hal.science/hal-04083843/file/boes_12476.pdf https://doi.org/10.5220/0004483302430250 |
op_coverage |
Reykjavik, Iceland |
genre |
Iceland |
genre_facet |
Iceland |
op_source |
Proceedings of the 10th International Conference on Informatics in Control, Automation and Robotics 10th International Conference on Informatics in Control, Automation and Robotics (ICINCO 2013) https://hal.science/hal-04083843 10th International Conference on Informatics in Control, Automation and Robotics (ICINCO 2013), Jul 2013, Reykjavik, Iceland. pp.243-250, ⟨10.5220/0004483302430250⟩ https://www.scitepress.org/Papers/2013/44833/44833.pdf |
op_relation |
info:eu-repo/semantics/altIdentifier/doi/10.5220/0004483302430250 ISBN: 978-989-8565-70-9 hal-04083843 https://hal.science/hal-04083843 https://hal.science/hal-04083843/document https://hal.science/hal-04083843/file/boes_12476.pdf doi:10.5220/0004483302430250 OATAO: 12476 |
op_rights |
info:eu-repo/semantics/OpenAccess |
op_doi |
https://doi.org/10.5220/0004483302430250 |
container_title |
Proceedings of the 10th International Conference on Informatics in Control, Automation and Robotics |
container_start_page |
243 |
op_container_end_page |
250 |
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1785585676111052800 |