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Author:

Na, Wei-Cong (Na, Wei-Cong.) | Liu, Wen-Xu (Liu, Wen-Xu.) | Liu, Ke (Liu, Ke.) | Feng, Feng (Feng, Feng.) | Zhang, Jia-Nan (Zhang, Jia-Nan.) | Zhang, Wan-Rong (Zhang, Wan-Rong.) | Xie, Hong-Yun (Xie, Hong-Yun.) | Jin, Dong-Yue (Jin, Dong-Yue.)

Indexed by:

EI Scopus SCIE

Abstract:

Direct electromagnetic (EM) optimization for microwave components design is usually a time-consuming process. To improve the optimization efficiency, this paper proposes a novel parallel EM optimization technique exploiting improved pole-residue-based neuro-transfer function (neuro-TF) surrogate and isomorphic orthogonal design of experiment (DOE) sampling strategy. We propose a new sampling method combining isomorphic orthogonal DOE and parallel EM simulations to generate training data for developing the neuro-TF surrogate. This proposed sampling method can ensure the scattered distribution of data samples in the overall optimization process, thus effectively improving the surrogate accuracy and increasing the optimization speed. We also propose a new pole-residue tracking technique for order-changing to solve the discontinuity problem of pole/residues during the neuro-TF surrogate development. Different from the fixed split ratio in existing pole-residue tracking technique, the split ratio of poles and residues in the proposed technique is adaptive and determined according to the information of neighboring samples. Therefore, the continuity and smoothness of pole/residues after the splitting are improved, so as the neuro-TF surrogate accuracy. In addition, the trust region algorithm is exploited during EM optimization to improve the convergence speed. In this way, the proposed EM optimization technique obtains the optimal solution in a shorter time with fewer iterations than the existing techniques. Two examples of EM optimizations of microwave components are used to illustrate the proposed technique.

Keyword:

order-changing neuro-transfer function (neuro-TF) electromagnetic (EM) optimization parallel computation microwave components isomorphic orthogonal DOE

Author Community:

  • [ 1 ] [Na, Wei-Cong]Beijing Univ Technol, Fac Informat Technol, Beijing, Peoples R China
  • [ 2 ] [Liu, Wen-Xu]Beijing Univ Technol, Fac Informat Technol, Beijing, Peoples R China
  • [ 3 ] [Liu, Ke]Beijing Univ Technol, Fac Informat Technol, Beijing, Peoples R China
  • [ 4 ] [Zhang, Wan-Rong]Beijing Univ Technol, Fac Informat Technol, Beijing, Peoples R China
  • [ 5 ] [Xie, Hong-Yun]Beijing Univ Technol, Fac Informat Technol, Beijing, Peoples R China
  • [ 6 ] [Jin, Dong-Yue]Beijing Univ Technol, Fac Informat Technol, Beijing, Peoples R China
  • [ 7 ] [Feng, Feng]Tianjin Univ, Sch Microelect, Tianjin Key Lab Imaging & Sensing Microelect Techn, Tianjin, Peoples R China
  • [ 8 ] [Zhang, Jia-Nan]Southeast Univ, State Key Lab Millimeter Waves, Nanjing, Peoples R China
  • [ 9 ] [Zhang, Jia-Nan]Southeast Univ, State Key Lab Millimeter Waves, Nanjing 210096, Peoples R China

Reprint Author's Address:

  • [Zhang, Jia-Nan]Southeast Univ, State Key Lab Millimeter Waves, Nanjing 210096, Peoples R China;;

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Source :

INTERNATIONAL JOURNAL OF NUMERICAL MODELLING-ELECTRONIC NETWORKS DEVICES AND FIELDS

ISSN: 0894-3370

Year: 2023

Issue: 2

Volume: 37

1 . 6 0 0

JCR@2022

ESI Discipline: ENGINEERING;

ESI HC Threshold:19

Cited Count:

WoS CC Cited Count: 1

SCOPUS Cited Count: 2

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 9

Affiliated Colleges:

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