Surrogate-based design and tuning methods for RF/microwave devices

Yang Yu; Zhen Zhang; Qingsha S. Cheng; Bo Liu; Yi Wang

doi:10.1109/IMS37962.2022.9865421

Surrogate-based design and tuning methods for RF/microwave devices

Yang Yu, Zhen Zhang, Qingsha S. Cheng, Bo Liu, Yi Wang

Electronic, Electrical and Systems Engineering

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Abstract

RF/Microwave devices are mission-critical components for communication systems. Using three-dimensional full-wave electromagnetic (EM) simulators to design those devices is considered a must for most microwave/RF engineers today. Since today's desktop workstations outperform supercomputers of years ago, widely available commercial EM simulators solve those practical problems on low-cost desktop computers. At the same time, the communication industry faces increasing design challenges in function and frequency integration, miniaturization, and multiple tight performance requirements for microwave/RF components. This contributes to extreme time costs in EM-based design. The key to efficient design is surrogate-based approaches for now and future. In this paper, recent advances in surrogate related techniques including sampling, modelling, and optimization are reviewed with applications in complex microwave/RF structure design, post-production tuning, and yield design.

Original language	English
Title of host publication	2022 IEEE/MTT-S International Microwave Symposium - IMS 2022
Publisher	Institute of Electrical and Electronics Engineers (IEEE)
Pages	111-114
Number of pages	4
ISBN (Electronic)	9781665496131
ISBN (Print)	9781665496148 (PoD)
DOIs	https://doi.org/10.1109/IMS37962.2022.9865421
Publication status	Published - 29 Aug 2022
Event	2022 IEEE/MTT-S International Microwave Symposium, IMS 2022 - Denver, United States Duration: 19 Jun 2022 → 24 Jun 2022

Publication series

Name	IEEE MTT-S International Microwave Symposium Digest
ISSN (Print)	0149-645X
ISSN (Electronic)	2576-7216

Conference

Conference	2022 IEEE/MTT-S International Microwave Symposium, IMS 2022
Country/Territory	United States
City	Denver
Period	19/06/22 → 24/06/22

Bibliographical note

Funding Information:
ACKNOWLEDGEMENT This work is partially supported by the National Natural Science Foundation of China Grant 62071211 and the University Key Research Project of Guangdong Province under Grant 2018KZDXM063.

Publisher Copyright:
© 2022 IEEE.

Keywords

knowledge-based surrogate modeling
optimization methods
sampling methods
space mapping

ASJC Scopus subject areas

Radiation
Condensed Matter Physics
Electrical and Electronic Engineering

Access to Document

10.1109/IMS37962.2022.9865421Licence: None: All rights reserved

Cite this

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title = "Surrogate-based design and tuning methods for RF/microwave devices",

abstract = "RF/Microwave devices are mission-critical components for communication systems. Using three-dimensional full-wave electromagnetic (EM) simulators to design those devices is considered a must for most microwave/RF engineers today. Since today's desktop workstations outperform supercomputers of years ago, widely available commercial EM simulators solve those practical problems on low-cost desktop computers. At the same time, the communication industry faces increasing design challenges in function and frequency integration, miniaturization, and multiple tight performance requirements for microwave/RF components. This contributes to extreme time costs in EM-based design. The key to efficient design is surrogate-based approaches for now and future. In this paper, recent advances in surrogate related techniques including sampling, modelling, and optimization are reviewed with applications in complex microwave/RF structure design, post-production tuning, and yield design.",

keywords = "knowledge-based surrogate modeling, optimization methods, sampling methods, space mapping",

author = "Yang Yu and Zhen Zhang and Cheng, \{Qingsha S.\} and Bo Liu and Yi Wang",

note = "Funding Information: ACKNOWLEDGEMENT This work is partially supported by the National Natural Science Foundation of China Grant 62071211 and the University Key Research Project of Guangdong Province under Grant 2018KZDXM063. Publisher Copyright: {\textcopyright} 2022 IEEE.; 2022 IEEE/MTT-S International Microwave Symposium, IMS 2022 ; Conference date: 19-06-2022 Through 24-06-2022",

year = "2022",

month = aug,

day = "29",

doi = "10.1109/IMS37962.2022.9865421",

language = "English",

isbn = "9781665496148 (PoD)",

series = "IEEE MTT-S International Microwave Symposium Digest",

publisher = "Institute of Electrical and Electronics Engineers (IEEE)",

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}

Yu, Y, Zhang, Z, Cheng, QS, Liu, B & Wang, Y 2022, Surrogate-based design and tuning methods for RF/microwave devices. in 2022 IEEE/MTT-S International Microwave Symposium - IMS 2022. IEEE MTT-S International Microwave Symposium Digest, Institute of Electrical and Electronics Engineers (IEEE), pp. 111-114, 2022 IEEE/MTT-S International Microwave Symposium, IMS 2022, Denver, United States, 19/06/22. https://doi.org/10.1109/IMS37962.2022.9865421

Surrogate-based design and tuning methods for RF/microwave devices. / Yu, Yang; Zhang, Zhen; Cheng, Qingsha S. et al.
2022 IEEE/MTT-S International Microwave Symposium - IMS 2022. Institute of Electrical and Electronics Engineers (IEEE), 2022. p. 111-114 (IEEE MTT-S International Microwave Symposium Digest).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

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AU - Yu, Yang

AU - Zhang, Zhen

AU - Cheng, Qingsha S.

AU - Liu, Bo

AU - Wang, Yi

N1 - Funding Information: ACKNOWLEDGEMENT This work is partially supported by the National Natural Science Foundation of China Grant 62071211 and the University Key Research Project of Guangdong Province under Grant 2018KZDXM063. Publisher Copyright: © 2022 IEEE.

PY - 2022/8/29

Y1 - 2022/8/29

N2 - RF/Microwave devices are mission-critical components for communication systems. Using three-dimensional full-wave electromagnetic (EM) simulators to design those devices is considered a must for most microwave/RF engineers today. Since today's desktop workstations outperform supercomputers of years ago, widely available commercial EM simulators solve those practical problems on low-cost desktop computers. At the same time, the communication industry faces increasing design challenges in function and frequency integration, miniaturization, and multiple tight performance requirements for microwave/RF components. This contributes to extreme time costs in EM-based design. The key to efficient design is surrogate-based approaches for now and future. In this paper, recent advances in surrogate related techniques including sampling, modelling, and optimization are reviewed with applications in complex microwave/RF structure design, post-production tuning, and yield design.

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ER -

Surrogate-based design and tuning methods for RF/microwave devices

Abstract

Publication series

Conference

Bibliographical note

Keywords

ASJC Scopus subject areas

Access to Document

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Cite this