Title :
Global optimization of electromagnetic devices combining Latin hypercube sampling experiment and adaptive response surface method
Author :
Zhang, Yanli ; Yoon, Hee Sung ; Koh, Chang Seop ; Xie, Dexin
Author_Institution :
Shenyang Univ. of Technol., Shenyang
Abstract :
This paper presents a global optimization algorithm of electromagnetic devices using an adaptive response surface approximation of the objective function with sampling strategy based on design of experiments. In the adaptive approximation, an optimal Latin hypercube design based on multi-objective Pareto optimization is developed to obtain the sampling data in the design variable space. The proposed method is verified with an analytic test function and is applied to optimal design of electromagnetic devices.
Keywords :
Pareto optimisation; design of experiments; electromagnetic devices; Latin hypercube sampling; adaptive response surface approximation; design-of-experiments; electromagnetic devices; global optimization algorithm; multiobjective Pareto optimization; Algorithm design and analysis; Approximation algorithms; Design optimization; Electromagnetic analysis; Electromagnetic devices; Hypercubes; Optimization methods; Pareto optimization; Response surface methodology; Sampling methods;
Conference_Titel :
Electrical Machines and Systems, 2007. ICEMS. International Conference on
Conference_Location :
Seoul
Print_ISBN :
978-89-86510-07-2
Electronic_ISBN :
978-89-86510-07-2