In this paper, we propose a modification of the well-known kriging modeling technique and its multi-fidelity variant in order to generate a surrogate model of a vector-valued output of a common mode choke. Combined with Bayesian optimization, we solve a multi-objective optimization problem to find the tradeoff between inductance, total volume, and resonance frequency. With the proposed method, we calculate a Pareto front of the objective functions more than 200 times faster compared to the solution without the surrogate.
|Title of host publication||2021 IEEE International Joint EMC/SI/PI and EMC Europe Symposium|
|Publication status||Published - 2 Sep 2021|
|Event||2021 Joint IEEE International Symposium on Electromagnetic Compatibility Signal and Power Integrity, and EMC Europe: EMC/SI/PI/EMC Europe 2021 - Raleigh, United States|
Duration: 26 Jul 2021 → 20 Aug 2021
|Conference||2021 Joint IEEE International Symposium on Electromagnetic Compatibility Signal and Power Integrity, and EMC Europe|
|Abbreviated title||EMC/SI/PI/EMC Europe 2021|
|Period||26/07/21 → 20/08/21|