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Knowledge Based Grey Box Modeling of Inaccessible Circuits for System EMC-Simulation in Time Domain

Research output: Chapter in book/report/conference proceedingConference contributionResearchpeer review

Authors

  • Jan Philipp Roche
  • Jens Friebe
  • Oliver Niggemann

External Research Organisations

  • KEB Automation KG
  • Helmut Schmidt University

Details

Original languageEnglish
Title of host publication24th European Conference on Power Electronics and Applications, EPE 2022 ECCE Europe
PublisherInstitute of Electrical and Electronics Engineers Inc.
ISBN (electronic)9789075815399
ISBN (print)978-1-6654-8700-9
Publication statusPublished - 2022
Event24th European Conference on Power Electronics and Applications, EPE 2022 ECCE Europe - Hanover, Germany
Duration: 5 Sept 20229 Sept 2022

Abstract

Time domain simulations are important to efficiently optimize function and EMC of electrical circuits in one setup together. Knowledge based grey box modeling is a promising approach for modeling inaccessible circuits which enables simulations of whole electrical systems. Grey box modeling combines the advantages of white and black box modeling. This work examines and evaluates the application possibilities in the field of EMC considerations. Furthermore, perspectives for future work are given.

Keywords

    Discrete-time, EMC/EMI, Modelling, Neural network, Passive Filters

ASJC Scopus subject areas

Cite this

Knowledge Based Grey Box Modeling of Inaccessible Circuits for System EMC-Simulation in Time Domain. / Roche, Jan Philipp; Friebe, Jens; Niggemann, Oliver.
24th European Conference on Power Electronics and Applications, EPE 2022 ECCE Europe. Institute of Electrical and Electronics Engineers Inc., 2022.

Research output: Chapter in book/report/conference proceedingConference contributionResearchpeer review

Roche, JP, Friebe, J & Niggemann, O 2022, Knowledge Based Grey Box Modeling of Inaccessible Circuits for System EMC-Simulation in Time Domain. in 24th European Conference on Power Electronics and Applications, EPE 2022 ECCE Europe. Institute of Electrical and Electronics Engineers Inc., 24th European Conference on Power Electronics and Applications, EPE 2022 ECCE Europe, Hanover, Germany, 5 Sept 2022. <https://ieeexplore.ieee.org/document/9907729>
Roche, J. P., Friebe, J., & Niggemann, O. (2022). Knowledge Based Grey Box Modeling of Inaccessible Circuits for System EMC-Simulation in Time Domain. In 24th European Conference on Power Electronics and Applications, EPE 2022 ECCE Europe Institute of Electrical and Electronics Engineers Inc.. https://ieeexplore.ieee.org/document/9907729
Roche JP, Friebe J, Niggemann O. Knowledge Based Grey Box Modeling of Inaccessible Circuits for System EMC-Simulation in Time Domain. In 24th European Conference on Power Electronics and Applications, EPE 2022 ECCE Europe. Institute of Electrical and Electronics Engineers Inc. 2022
Roche, Jan Philipp ; Friebe, Jens ; Niggemann, Oliver. / Knowledge Based Grey Box Modeling of Inaccessible Circuits for System EMC-Simulation in Time Domain. 24th European Conference on Power Electronics and Applications, EPE 2022 ECCE Europe. Institute of Electrical and Electronics Engineers Inc., 2022.
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abstract = "Time domain simulations are important to efficiently optimize function and EMC of electrical circuits in one setup together. Knowledge based grey box modeling is a promising approach for modeling inaccessible circuits which enables simulations of whole electrical systems. Grey box modeling combines the advantages of white and black box modeling. This work examines and evaluates the application possibilities in the field of EMC considerations. Furthermore, perspectives for future work are given.",
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AU - Roche, Jan Philipp

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AU - Niggemann, Oliver

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KW - EMC/EMI

KW - Modelling

KW - Neural network

KW - Passive Filters

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AN - SCOPUS:85141635585

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BT - 24th European Conference on Power Electronics and Applications, EPE 2022 ECCE Europe

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 24th European Conference on Power Electronics and Applications, EPE 2022 ECCE Europe

Y2 - 5 September 2022 through 9 September 2022

ER -