TY - GEN
T1 - Integrated pre-design step methodology based on multi-objective evolutionary optimization
AU - Mosniert, David
AU - Gillot, Frédéric
AU - Duclouxt, Antoine
AU - Ichchou, Mohamed
PY - 2010
Y1 - 2010
N2 - In this paper we propose an integrated pre-design step framework using multiobjective evolutionary optimization and a decision support tool. The tailored genetic algorithm relies on specific fitness function which enables to deal with a high number of objectives. Moreover, surrogate models have been integrated so as to speed up objective functions evaluations which are usually expensive in case of mechanical product pre-design step. An automatic post-treatment of Pareto optimal solutions is proposed in order to synthesize a large multidimensional database into a restricted number of typings. This latter step is of particular importance since it affords designer a powerful decision support tool.
AB - In this paper we propose an integrated pre-design step framework using multiobjective evolutionary optimization and a decision support tool. The tailored genetic algorithm relies on specific fitness function which enables to deal with a high number of objectives. Moreover, surrogate models have been integrated so as to speed up objective functions evaluations which are usually expensive in case of mechanical product pre-design step. An automatic post-treatment of Pareto optimal solutions is proposed in order to synthesize a large multidimensional database into a restricted number of typings. This latter step is of particular importance since it affords designer a powerful decision support tool.
KW - Clustering
KW - Decision support tool
KW - Multiobjective evolutionary algorithm
KW - Self organising maps
KW - Specific fitness function
KW - Surrogate modeling
UR - https://www.scopus.com/pages/publications/77955864477
UR - https://www.scopus.com/pages/publications/77955864477#tab=citedBy
U2 - 10.1145/1830483.1830721
DO - 10.1145/1830483.1830721
M3 - Conference contribution
AN - SCOPUS:77955864477
SN - 9781450300728
T3 - Proceedings of the 12th Annual Genetic and Evolutionary Computation Conference, GECCO '10
SP - 1317
EP - 1318
BT - Proceedings of the 12th Annual Genetic and Evolutionary Computation Conference, GECCO '10
T2 - 12th Annual Genetic and Evolutionary Computation Conference, GECCO-2010
Y2 - 7 July 2010 through 11 July 2010
ER -