High‐efficient optimisation method of antenna array radiation pattern synthesis based on multi‐layer perceptron network
Abstract With the increasing complexity of the application environment of antenna arrays and the increasing requirements for antenna array radiation patterns, efficient optimisation methods of antenna array radiation pattern synthesis have always been the challenges of the research. This paper propo...
| Main Authors: | , , , |
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| Format: | Article |
| Language: | English |
| Published: |
Wiley
2022-10-01
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| Series: | IET Microwaves, Antennas & Propagation |
| Online Access: | https://doi.org/10.1049/mia2.12290 |
| _version_ | 1811260674313027584 |
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| author | Shiyuan Zhang Da Huang Baojun Niu Ming Bai |
| author_facet | Shiyuan Zhang Da Huang Baojun Niu Ming Bai |
| author_sort | Shiyuan Zhang |
| collection | DOAJ |
| description | Abstract With the increasing complexity of the application environment of antenna arrays and the increasing requirements for antenna array radiation patterns, efficient optimisation methods of antenna array radiation pattern synthesis have always been the challenges of the research. This paper proposes a method of utilising a multi‐layer perceptron network to optimise the radiation patterns of antenna array. The optimisation requirements of the antenna array radiation pattern are described by defining the objective mask function, which is designed to shape the target radiation pattern by desired features. Simulation experiments have been designed with a variety of antenna array layouts, of which the radiation patterns with different requirements were successfully synthesised and optimised. The results show that the proposed method has high efficiency and satisfactory optimisation effect in dealing with the problem of complex radiation pattern requirements. |
| first_indexed | 2024-04-12T18:51:10Z |
| format | Article |
| id | doaj.art-7b2f11a25de543caa6a77f93638fb711 |
| institution | Directory Open Access Journal |
| issn | 1751-8725 1751-8733 |
| language | English |
| last_indexed | 2024-04-12T18:51:10Z |
| publishDate | 2022-10-01 |
| publisher | Wiley |
| record_format | Article |
| series | IET Microwaves, Antennas & Propagation |
| spelling | doaj.art-7b2f11a25de543caa6a77f93638fb7112022-12-22T03:20:28ZengWileyIET Microwaves, Antennas & Propagation1751-87251751-87332022-10-01161276377010.1049/mia2.12290High‐efficient optimisation method of antenna array radiation pattern synthesis based on multi‐layer perceptron networkShiyuan Zhang0Da Huang1Baojun Niu2Ming Bai3School of Electronic Information Engineering Beihang University Beijing ChinaSchool of Electronic Information Engineering Beihang University Beijing ChinaNanjing Research Institute of Electronic Technology Nanjing ChinaSchool of Electronic Information Engineering Beihang University Beijing ChinaAbstract With the increasing complexity of the application environment of antenna arrays and the increasing requirements for antenna array radiation patterns, efficient optimisation methods of antenna array radiation pattern synthesis have always been the challenges of the research. This paper proposes a method of utilising a multi‐layer perceptron network to optimise the radiation patterns of antenna array. The optimisation requirements of the antenna array radiation pattern are described by defining the objective mask function, which is designed to shape the target radiation pattern by desired features. Simulation experiments have been designed with a variety of antenna array layouts, of which the radiation patterns with different requirements were successfully synthesised and optimised. The results show that the proposed method has high efficiency and satisfactory optimisation effect in dealing with the problem of complex radiation pattern requirements.https://doi.org/10.1049/mia2.12290 |
| spellingShingle | Shiyuan Zhang Da Huang Baojun Niu Ming Bai High‐efficient optimisation method of antenna array radiation pattern synthesis based on multi‐layer perceptron network IET Microwaves, Antennas & Propagation |
| title | High‐efficient optimisation method of antenna array radiation pattern synthesis based on multi‐layer perceptron network |
| title_full | High‐efficient optimisation method of antenna array radiation pattern synthesis based on multi‐layer perceptron network |
| title_fullStr | High‐efficient optimisation method of antenna array radiation pattern synthesis based on multi‐layer perceptron network |
| title_full_unstemmed | High‐efficient optimisation method of antenna array radiation pattern synthesis based on multi‐layer perceptron network |
| title_short | High‐efficient optimisation method of antenna array radiation pattern synthesis based on multi‐layer perceptron network |
| title_sort | high efficient optimisation method of antenna array radiation pattern synthesis based on multi layer perceptron network |
| url | https://doi.org/10.1049/mia2.12290 |
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