Multi-Output Variable-Fidelity Bayesian Optimization of a Common Mode Choke

Jan  Hansen; Rodrigo Silva Rezende; Rolf Schuhmann; Mirsad Hadziefendic

doi:10.1109/EMC/SI/PI/EMCEurope52599.2021.9559196

Multi-Output Variable-Fidelity Bayesian Optimization of a Common Mode Choke

Jan Hansen, Rodrigo Silva Rezende^*, Rolf Schuhmann, Mirsad Hadziefendic

^*Corresponding author for this work

Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

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
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	https://doi.org/10.1109/EMC/SI/PI/EMCEurope52599.2021.9559196
Publication status	Published - 2 Sept 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
Abbreviated title	EMC/SI/PI/EMC Europe 2021
Country/Territory	United States
City	Raleigh
Period	26/07/21 → 20/08/21

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Hansen, J, Silva Rezende, R, Schuhmann, R & Hadziefendic, M 2021, Multi-Output Variable-Fidelity Bayesian Optimization of a Common Mode Choke. in 2021 IEEE International Joint EMC/SI/PI and EMC Europe Symposium. pp. 1093-1098, 2021 Joint IEEE International Symposium on Electromagnetic Compatibility Signal and Power Integrity, and EMC Europe, Raleigh, United States, 26/07/21. https://doi.org/10.1109/EMC/SI/PI/EMCEurope52599.2021.9559196

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author = "Jan Hansen and {Silva Rezende}, Rodrigo and Rolf Schuhmann and Mirsad Hadziefendic",

year = "2021",

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note = "2021 Joint IEEE International Symposium on Electromagnetic Compatibility Signal and Power Integrity, and EMC Europe : EMC/SI/PI/EMC Europe 2021, EMC/SI/PI/EMC Europe 2021 ; Conference date: 26-07-2021 Through 20-08-2021",

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N2 - 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.

AB - 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.

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M3 - Conference paper

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BT - 2021 IEEE International Joint EMC/SI/PI and EMC Europe Symposium

T2 - 2021 Joint IEEE International Symposium on Electromagnetic Compatibility Signal and Power Integrity, and EMC Europe

Y2 - 26 July 2021 through 20 August 2021

ER -

Multi-Output Variable-Fidelity Bayesian Optimization of a Common Mode Choke

Abstract

Conference

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