Abstract
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.
Original language | English |
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Title of host publication | 2021 IEEE International Joint EMC/SI/PI and EMC Europe Symposium |
Pages | 1093-1098 |
ISBN (Electronic) | 978-1-6654-4888-8 |
DOIs | |
Publication status | Published - 2 Sep 2021 |
Externally published | Yes |
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
Conference | 2021 Joint IEEE International Symposium on Electromagnetic Compatibility Signal and Power Integrity, and EMC Europe |
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Abbreviated title | EMC/SI/PI/EMC Europe 2021 |
Country/Territory | United States |
City | Raleigh |
Period | 26/07/21 → 20/08/21 |