Title :
Efficient Hybrid-Game Strategies Coupled to Evolutionary Algorithms for Robust Multidisciplinary Design Optimization in Aerospace Engineering
Author :
Lee, D.S. ; Gonzalez, L.F. ; Périaux, J. ; Srinivas, K.
Author_Institution :
Int. Center for Numerical Methods in Eng. (CIMNE), UPC, Barcelona, Spain
fDate :
4/1/2011 12:00:00 AM
Abstract :
A number of game strategies have been developed in past decades and used in the fields of economics, engineering, computer science, and biology due to their efficiency in solving design optimization problems. In addition, research in multiobjective and multidisciplinary design optimization has focused on developing a robust and efficient optimization method so it can produce a set of high quality solutions with less computational time. In this paper, two optimization techniques are considered; the first optimization method uses multifidelity hierarchical Pareto-optimality. The second optimization method uses the combination of game strategies Nash-equilibrium and Pareto-optimality. This paper shows how game strategies can be coupled to multiobjective evolutionary algorithms and robust design techniques to produce a set of high quality solutions. Numerical results obtained from both optimization methods are compared in terms of computational expense and model quality. The benefits of using Hybrid and non-Hybrid-Game strategies are demonstrated.
Keywords :
Pareto optimisation; aerospace engineering; computational complexity; design engineering; evolutionary computation; game theory; Nash equilibrium; aerospace engineering; computational time; hybrid game strategy; multifidelity hierarchical Pareto optimality; multiobjective evolutionary algorithm; robust multidisciplinary design optimization; Evolutionary computation; Games; Optimization methods; Robustness; Topology; Uncertainty; Evolutionary optimization; Nash-equilibrium; Pareto front; game strategies; robust design; shape optimization; uncertainties;
Journal_Title :
Evolutionary Computation, IEEE Transactions on
DOI :
10.1109/TEVC.2010.2043364