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

^*Korrespondierende/r Autor/-in für diese Arbeit

Publikation: Beitrag in Buch/Bericht/Konferenzband › Beitrag in einem Konferenzband › Begutachtung

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.

Originalsprache	englisch
Titel	2021 IEEE International Joint EMC/SI/PI and EMC Europe Symposium
Seiten	1093-1098
ISBN (elektronisch)	978-1-6654-4888-8
DOIs	https://doi.org/10.1109/EMC/SI/PI/EMCEurope52599.2021.9559196
Publikationsstatus	Veröffentlicht - 2 Sept. 2021
Extern publiziert	Ja
Veranstaltung	2021 Joint IEEE International Symposium on Electromagnetic Compatibility Signal and Power Integrity, and EMC Europe: EMC/SI/PI/EMC Europe 2021 - Raleigh, USA / Vereinigte Staaten Dauer: 26 Juli 2021 → 20 Aug. 2021

Konferenz

Konferenz	2021 Joint IEEE International Symposium on Electromagnetic Compatibility Signal and Power Integrity, and EMC Europe
Kurztitel	EMC/SI/PI/EMC Europe 2021
Land/Gebiet	USA / Vereinigte Staaten
Ort	Raleigh
Zeitraum	26/07/21 → 20/08/21

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10.1109/EMC/SI/PI/EMCEurope52599.2021.9559196

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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. S. 1093-1098, 2021 Joint IEEE International Symposium on Electromagnetic Compatibility Signal and Power Integrity, and EMC Europe, Raleigh, USA / Vereinigte Staaten, 26/07/21. https://doi.org/10.1109/EMC/SI/PI/EMCEurope52599.2021.9559196

@inproceedings{1993dffcff8d4f98861a2fada32c3d15,

title = "Multi-Output Variable-Fidelity Bayesian Optimization of a Common Mode Choke",

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.",

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

year = "2021",

month = sep,

day = "2",

doi = "10.1109/EMC/SI/PI/EMCEurope52599.2021.9559196",

language = "English",

pages = "1093--1098",

booktitle = "2021 IEEE International Joint EMC/SI/PI and EMC Europe Symposium",

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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AU - Hansen, Jan

AU - Silva Rezende, Rodrigo

AU - Schuhmann, Rolf

AU - Hadziefendic, Mirsad

PY - 2021/9/2

Y1 - 2021/9/2

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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DO - 10.1109/EMC/SI/PI/EMCEurope52599.2021.9559196

M3 - Conference paper

SP - 1093

EP - 1098

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

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