Neural inverse space mapping (NISM) optimization for EM-based microwave design

被引：30

作者：

Bandler, JW ^{[1
]}

Ismail, MA

Rayas-Sánchez, JE

Zhang, QJ

机构：

[1] McMaster Univ, Simulat Optimizat Syst Res Lab, Hamilton, ON L8S 4K1, Canada

[2] McMaster Univ, Dept Elect & Comp Engn, Hamilton, ON L8S 4K1, Canada

[3] Carleton Univ, Dept Elect, Ottawa, ON K1S 5B6, Canada

[4] Bandler Corp, Dundas, ON L9H 5E7, Canada

来源：

INTERNATIONAL JOURNAL OF RF AND MICROWAVE COMPUTER-AIDED ENGINEERING | 2003年 / 13卷 / 02期

关键词：

neural network applications; space mapping; optimization methods; design automation; EM optimization; neural space mapping; microwave circuits; microstrip filters; neural modeling;

D O I：

10.1002/mmce.10067

中图分类号：

TP39 [计算机的应用];

学科分类号：

081203 ; 0835 ;

摘要：

We present neural inverse space mapping (NISM) optimization for electromagnetics-based design of microwave structures. The inverse of the mapping from the fine to the coarse model parameter spaces is exploited for the first time in a space mapping algorithm. NISM optimization does not require up-front EM simulations, multipoint parameter extraction, or frequency mapping. It employs a simple statistical parameter extraction procedure. The inverse of the mapping is approximated by a neural network whose generalization performance is controlled through a network growing strategy. We contrast our new algorithm with neural space mapping (NSM) optimization. (C) 2003 Wiley Periodicals, Inc. Int J RF and Microwave CAE 13: 136-147, 2003.

引用

页码：136 / 147

页数：12

共 50 条

[21] EM-based microwave circuit design using fuzzy logic techniques
Miraftab, V.
Mansour, R. R.
[J]. IEE PROCEEDINGS-MICROWAVES ANTENNAS AND PROPAGATION, 2006, 153 (06) : 495 - 501
[22] EM-based Design Approach for Multiband Filters by Reflected Group Delay Method and Cascade Space Mapping
Fan, Xiaolin
Li, Song
Laforge, Paul D.
Cheng, Qingsha S.
[J]. 2019 IEEE MTT-S INTERNATIONAL MICROWAVE SYMPOSIUM (IMS), 2019, : 1035 - 1037
[23] EM-Based Design of Microwave Filters and Diplexers: Full-Wave
de la Rubia, Valentin
[J]. 2022 52ND EUROPEAN MICROWAVE CONFERENCE (EUMC), 2022,
[24] EM-based space mapping optimization of left-handed coplanar waveguide filters with split ring resonators
Rogla, Luis J.
Rayas-Sanchez, Jose E.
Boria, Vicente E.
Carbonell, Jorge
[J]. 2007 IEEE/MTT-S INTERNATIONAL MICROWAVE SYMPOSIUM DIGEST, VOLS 1-6, 2007, : 111 - +
[25] EM-based statistical analysis and yield estimation using linear-input and neural-output space mapping
Rayas-Sanchez, Jose E.
Gutierrez-Ayala, Vladimir
[J]. 2006 IEEE MTT-S INTERNATIONAL MICROWAVE SYMPOSIUM DIGEST, VOLS 1-5, 2006, : 1597 - +
[26] EM-based design tools for microwave circuits using fuzzy logic techniques
Miraftab, V
Mansour, RR
[J]. 2003 IEEE MTT-S INTERNATIONAL MICROWAVE SYMPOSIUM DIGEST, VOLS 1-3, 2003, : 169 - 172
[27] Surrogate-Based EM Optimization Using Neural Networks for Microwave Filter Design
Ohira, Masataka
Ma, Zhewang
[J]. IEICE TRANSACTIONS ON ELECTRONICS, 2022, E105C (10) : 466 - 473
[28] Constrained Space Mapping for Design Optimization of Microwave Circuits
Koziel, Slawomir
[J]. 2010 IEEE ANTENNAS AND PROPAGATION SOCIETY INTERNATIONAL SYMPOSIUM, 2010,
[29] Accelerated Microwave Design Optimization With Tuning Space Mapping
Koziel, Slawomir
Meng, Jie
Bandler, John W.
Bakr, Mohamed H.
Cheng, Qingsha S.
[J]. IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES, 2009, 57 (02) : 383 - 394
[30] Comparative Study of Space-Mapping-Based Optimization Techniques for Microwave Design
Koziel, Slawomir
Cheng, Qingsha S.
Bandler, John W.
[J]. 2011 6TH EUROPEAN MICROWAVE INTEGRATED CIRCUIT CONFERENCE, 2011, : 422 - 425

← 1 2 3 4 5 →