A 3 dB SISL coupler design by multi‐objective evolutionary algorithm based on decomposition

In this article, a 3 dB substrate integrated suspended line (SISL) coupler design by multi‐objective evolutionary algorithm based on decomposition (MOEA/D) is proposed. SISL technology can provide electromagnetic shielding performance and realize the low loss, lightweight, and self‐packaging. The hi...

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Published in:International journal of RF and microwave computer-aided engineering Vol. 32; no. 12
Main Authors: Zhang, Yongliang, Yi, Yu, Feng, Linping, Qi, Guangfei, Zhang, Xianfang, Zhang, Xiaoping, Yang, Chen
Format: Journal Article
Language:English
Published: Hoboken, USA John Wiley & Sons, Inc 01.12.2022
Subjects:
1D‐CAE
3 dB coupler
Couplers
Decomposition
Electromagnetic shielding
Evolutionary algorithms
MOEA/D
multi‐objective optimization
substrate integrated suspended line
Substrates
ISSN:1096-4290, 1099-047X
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Abstract In this article, a 3 dB substrate integrated suspended line (SISL) coupler design by multi‐objective evolutionary algorithm based on decomposition (MOEA/D) is proposed. SISL technology can provide electromagnetic shielding performance and realize the low loss, lightweight, and self‐packaging. The highly time‐consuming problem of adopting traditional electromagnetic (EM) simulation software to assist coupler design is always the main problem for the design of couplers. To solve the problem, this article applies MOEA/D based on one‐dimensional convolutional autoencoders (1D‐CAE) to assist coupler design. 1D‐CAE model builds the surrogate model to help MOEA/D find out better responses faster. MOEA/D has some advantages of saving time and getting good performance easily.
AbstractList In this article, a 3 dB substrate integrated suspended line (SISL) coupler design by multi‐objective evolutionary algorithm based on decomposition (MOEA/D) is proposed. SISL technology can provide electromagnetic shielding performance and realize the low loss, lightweight, and self‐packaging. The highly time‐consuming problem of adopting traditional electromagnetic (EM) simulation software to assist coupler design is always the main problem for the design of couplers. To solve the problem, this article applies MOEA/D based on one‐dimensional convolutional autoencoders (1D‐CAE) to assist coupler design. 1D‐CAE model builds the surrogate model to help MOEA/D find out better responses faster. MOEA/D has some advantages of saving time and getting good performance easily.
In this article, a 3 dB substrate integrated suspended line (SISL) coupler design by multi‐objective evolutionary algorithm based on decomposition (MOEA/D) is proposed. SISL technology can provide electromagnetic shielding performance and realize the low loss, lightweight, and self‐packaging. The highly time‐consuming problem of adopting traditional electromagnetic (EM) simulation software to assist coupler design is always the main problem for the design of couplers. To solve the problem, this article applies MOEA/D based on one‐dimensional convolutional autoencoders (1D‐CAE) to assist coupler design. 1D‐CAE model builds the surrogate model to help MOEA/D find out better responses faster. MOEA/D has some advantages of saving time and getting good performance easily.
Author Zhang, Xianfang
Yang, Chen
Zhang, Xiaoping
Zhang, Yongliang
Feng, Linping
Yi, Yu
Qi, Guangfei
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10.1109/TMTT.2018.2874249
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10.1002/mmce.23034
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10.1109/LMWC.2014.2299546
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Snippet In this article, a 3 dB substrate integrated suspended line (SISL) coupler design by multi‐objective evolutionary algorithm based on decomposition (MOEA/D) is...
In this article, a 3 dB substrate integrated suspended line (SISL) coupler design by multi‐objective evolutionary algorithm based on decomposition (MOEA/D) is...
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SubjectTerms 1D‐CAE
3 dB coupler
Couplers
Decomposition
Electromagnetic shielding
Evolutionary algorithms
MOEA/D
multi‐objective optimization
substrate integrated suspended line
Substrates
Title A 3 dB SISL coupler design by multi‐objective evolutionary algorithm based on decomposition
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