Title :
Simultaneous Design Approach to Transient Electromagnetic and Thermal Problems Based on a Black-Box Modeling Concept
Author :
Nak-Sun Choi ; Dong-Wook Kim ; Gi-Woo Jeung ; Choi, K.K. ; Dong-Hun Kim
Author_Institution :
Ind. Eng., Univ. of Iowa, Iowa City, IA, USA
Abstract :
This paper proposes a black-box model-based design method for a transient electromagnetic (EM) and thermal (TM) problem, where EM and TM material properties are strongly coupled with each other. For a practical and efficient black-box modeling, the Kriging method is combined with a hyper-cubic local window and design sensitivity values extracted from surrogate models are exploited to obtain an optimum. Such unique design scheme facilitates controlling EM and TM performances simultaneously. In addition, it can reduce the number of design iterations during the optimization process drastically. The proposed method is tested for a strongly coupled induction heating system where the design goal is to achieve a uniform temperature distribution on the surface of a metal workpiece within a given heating time duration.
Keywords :
electromagnetic induction; induction heating; iterative methods; optical design techniques; optimisation; statistical analysis; temperature distribution; EM material properties; Kriging method; TM material properties; black-box modeling; coupled induction heating system; design sensitivity; heating time duration; hypercubic local window; metal workpiece; optimization; simultaneous design approach; thermal problems; transient electromagnetic problems; uniform temperature distribution; Analytical models; Coils; Conductivity; Electromagnetic heating; Optimization; Sensitivity; Transient analysis; Electromagnetics (EMs); metamodeling; optimization; sensitivity analysis; thermal (TM) analysis;
Journal_Title :
Magnetics, IEEE Transactions on
DOI :
10.1109/TMAG.2013.2282297