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A Natural Formalism and a MultiAgent Algorithm for Integrative Multidisciplinary Design Optimization

Jorquera, Tom and Georgé, Jean-Pierre and Gleizes, Marie-Pierre and Régis, Christine A Natural Formalism and a MultiAgent Algorithm for Integrative Multidisciplinary Design Optimization. (2013) In: IEEE/WIC/ACM International Conference on Intelligent Agent Technology - IAT 2013, 17 November 2013 - 20 November 2013 (Atlanta, United States).

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Official URL: http://dx.doi.org/10.1109/WI-IAT.2013.103

Abstract

MultiDisciplinary Optimization (MDO) problems represent one of the hardest and broadest domains of continuous optimization. By involving both the models and criteria of different disciplines, MDO problems are often too complex to be tackled by classical optimization methods. We propose an approach which takes into account this complexity using a new representation (NDMO - Natural Domain Modeling for Optimization) and a self-adaptive multi-agent algorithm. Our method agentifies the different elements of the problem (such as the variables, the models, the objectives). Each agent is in charge of a small part of the problem and cooperates with others to find equilibrium on conflicting values. Despite the fact that no agent of the system has a complete view of the entire problem, the mechanisms we provide allow the emergence of a coherent solution. Evaluations on several academic and industrial test cases are provided.

Item Type:Conference or Workshop Item (Paper)
Additional Information:Thanks to IEEE editor. The definitive version is available at http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=6690783
HAL Id:hal-01148099
Audience (conference):International conference proceedings
Uncontrolled Keywords:
Institution:Université de Toulouse > Institut National Polytechnique de Toulouse - INPT (FRANCE)
French research institutions > Centre National de la Recherche Scientifique - CNRS (FRANCE)
Université de Toulouse > Université Toulouse III - Paul Sabatier - UPS (FRANCE)
Université de Toulouse > Université Toulouse - Jean Jaurès - UT2J (FRANCE)
Université de Toulouse > Université Toulouse 1 Capitole - UT1 (FRANCE)
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Deposited By: IRIT IRIT
Deposited On:04 May 2015 09:00

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