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Speeding up the Search of a Global Dynamic Equilibrium from a Local Cooperative Decision

Maignan, Sébastien and Bernon, Carole and Glize, Pierre Speeding up the Search of a Global Dynamic Equilibrium from a Local Cooperative Decision. (2018) In: 10th International Conference on Agents and Artificial Intelligence (ICAART 2018), 16 January 2018 - 18 January 2018 (Funchal, Portugal).

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Official URL: https://doi.org/10.5220/0006540101430150

Abstract

Systems composed of many interdependent active entities working on shared resources can be challenging to regulate and multi-agent simulation is an efécient means for énding the suitable entities' behaviors. On the other hand, the search space for a stable solution of the system is usually forbidding and hinders any effort to solve the problem using a top-down approach. Furthermore, the complexity of possible global functions to optimize increases rapidly with the size of the system and can prove difécult to deéne and/or evaluate at each system simulation step. The diféculty when designing bottom-up systems is to be able to identify all their emergent properties and the parameters to modulate them. Here we propose a local cooperative decision making process that helps to stabilize such systems. These local processes prove to be very efécient to quickly énd dynamic equilibrium solutions where the system continues to function and fulélls its global function. Regulation emerges from simple local interactions.

Item Type:Conference or Workshop Item (Paper)
Additional Information:Thanks to SCITEPRESS (Science and Technology Publications) editor. The definitive version is available at http://www.scitepress.org This paper appears in Volume 2 of Proceedings of the 10th International Conference on Agents and Artificial Intelligence ISBN: 978-989-758-275-2 The original PDF is available at: http://www.scitepress.org/DigitalLibrary/Link.aspx?doi=10.5220/0006540101430150
HAL Id:hal-02548096
Audience (conference):International conference proceedings
Uncontrolled Keywords:
Institution:Université de Toulouse > Institut National Polytechnique de Toulouse - Toulouse INP (FRANCE)
French research institutions > Centre National de la Recherche Scientifique - CNRS (FRANCE)
Université de Toulouse > Université Toulouse III - Paul Sabatier - UT3 (FRANCE)
Université de Toulouse > Université Toulouse - Jean Jaurès - UT2J (FRANCE)
Université de Toulouse > Université Toulouse 1 Capitole - UT1 (FRANCE)
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Deposited On:09 Apr 2020 12:19

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