Title : 
Surrogate Modeling and Two-Level Infill Criteria Applied to Electromagnetic Device Optimization
         
        
            Author : 
Lourenco, Joao Miguel ; Lebensztajn, Luiz
         
        
            Author_Institution : 
Lab. de Eletromagnetismo Aplicado, Escola Politec. da Univ. de Sao Paulo, Sao Paulo, Brazil
         
        
        
        
        
        
        
        
            Abstract : 
The surrogate-based optimization is largely used in engineering design to find optimal performance characteristics of computational expensive simulations such as the finite element method. An original multiple surrogate-based optimization criterion is proposed. The approach was tested on the Zakharov benchmark function and on the Loney solenoid benchmark problem. Simulation results and comparisons with some traditional Kriging-based global optimization methods show that the proposed method can be used very effectively in electromagnetic design optimization.
         
        
            Keywords : 
electromagnetic devices; finite element analysis; optimisation; Loney solenoid benchmark problem; Zakharov benchmark function; computational expensive simulations; electromagnetic design optimization; electromagnetic device optimization; engineering design; finite element method; multiple surrogate-based optimization criterion; optimal performance characteristics; surrogate modeling; two-level infill criteria; Algorithm design and analysis; Benchmark testing; Computational modeling; Correlation; Optimization; Simulation; Solenoids; Design and analysis of computer experiments; metamodeling; surrogate-based optimization;
         
        
        
            Journal_Title : 
Magnetics, IEEE Transactions on
         
        
        
        
        
            DOI : 
10.1109/TMAG.2014.2362980