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Use of a biobjective direct search algorithm in the process design of material science applications
Abstract This work describes the application of a direct search method to the optimization of problems of real industrial interest, namely three new material science applications designed with the FactSage software. The search method is BiMADS, the biobjective version of the mesh adaptive direct search (MADS) algorithm, designed for blackbox optimization. We give a general description of the algorithm, and, for each of the three test cases, we describe the optimization problem, discuss the algorithmic choices, and give numerical results to demonstrate the efficiency of BiMADS.
Use of a biobjective direct search algorithm in the process design of material science applications
Abstract This work describes the application of a direct search method to the optimization of problems of real industrial interest, namely three new material science applications designed with the FactSage software. The search method is BiMADS, the biobjective version of the mesh adaptive direct search (MADS) algorithm, designed for blackbox optimization. We give a general description of the algorithm, and, for each of the three test cases, we describe the optimization problem, discuss the algorithmic choices, and give numerical results to demonstrate the efficiency of BiMADS.
Use of a biobjective direct search algorithm in the process design of material science applications
Gheribi, Aïmen E. (author) / Harvey, Jean-Philippe (author) / Bélisle, Eve (author) / Robelin, Christian (author) / Chartrand, Patrice (author) / Pelton, Arthur D. (author) / Bale, Christopher W. (author) / Le Digabel, Sébastien (author)
Optimization and Engineering ; 17 ; 27-45
2015-11-20
19 pages
Article (Journal)
Electronic Resource
English
Blackbox optimization , Derivative-free optimization , Biobjective optimization , Mesh adaptive direct search , Material science , Alloy design , Process design 90C56 , 62P30 , Mathematics , Optimization , Engineering, general , Systems Theory, Control , Environmental Management , Agriculture , Operation Research/Decision Theory
Use of a biobjective direct search algorithm in the process design of material science applications
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