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Author:

Jin, Jing (Jin, Jing.) | Feng, Feng (Feng, Feng.) | Na, Weicong (Na, Weicong.) | Zhang, Jianan (Zhang, Jianan.) | Zhang, Wei (Zhang, Wei.) | Zhao, Zhihao (Zhao, Zhihao.) | Zhang, Qi-Jun (Zhang, Qi-Jun.)

Indexed by:

EI Scopus SCIE

Abstract:

This article proposes an advanced cognition-driven electromagnetic (EM) optimization incorporating transfer function-based feature surrogate for EM optimization of microwave filters. The proposed optimization technique addresses the situations where the response of the starting point for design optimization is far away from the design specifications. This article proposes to extract transfer function-based feature parameters for optimization to address the challenge that the features cannot be clearly and explicitly identified from the filter response. Multiple transfer function-based feature parameters are extracted and used to develop the feature surrogate model for the proposed cognition-driven optimization. Furthermore, we derive new objective functions for the cognition-driven optimization directly in the feature space. The proposed cognition-driven optimization incorporating transfer function-based feature surrogate can achieve faster convergence than the existing feature-assisted EM optimization methods. Two examples of EM optimizations of microwave filters are used to demonstrate the proposed technique.

Keyword:

electromagnetic (EM) optimization microwave filters Feature extraction feature Cognition-driven optimization Poles and zeros Optimization Microwave theory and techniques Mathematical model Computational modeling Passband

Author Community:

  • [ 1 ] [Jin, Jing]Tianjin Univ, Sch Microelect, Tianjin 300072, Peoples R China
  • [ 2 ] [Feng, Feng]Tianjin Univ, Sch Microelect, Tianjin 300072, Peoples R China
  • [ 3 ] [Zhao, Zhihao]Tianjin Univ, Sch Microelect, Tianjin 300072, Peoples R China
  • [ 4 ] [Jin, Jing]Carleton Univ, Dept Elect, Ottawa, ON K1S 5B6, Canada
  • [ 5 ] [Zhang, Jianan]Carleton Univ, Dept Elect, Ottawa, ON K1S 5B6, Canada
  • [ 6 ] [Zhang, Wei]Carleton Univ, Dept Elect, Ottawa, ON K1S 5B6, Canada
  • [ 7 ] [Zhao, Zhihao]Carleton Univ, Dept Elect, Ottawa, ON K1S 5B6, Canada
  • [ 8 ] [Zhang, Qi-Jun]Carleton Univ, Dept Elect, Ottawa, ON K1S 5B6, Canada
  • [ 9 ] [Na, Weicong]Beijing Univ Technol, Fac Informat Technol, Beijing 100124, Peoples R China

Reprint Author's Address:

  • [Feng, Feng]Tianjin Univ, Sch Microelect, Tianjin 300072, Peoples R China

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Source :

IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES

ISSN: 0018-9480

Year: 2021

Issue: 1

Volume: 69

Page: 15-28

4 . 3 0 0

JCR@2022

ESI Discipline: ENGINEERING;

ESI HC Threshold:87

JCR Journal Grade:2

Cited Count:

WoS CC Cited Count: 1

SCOPUS Cited Count: 21

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 2

Affiliated Colleges:

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