Multi-Objective Intelligent Optimization Design Method of Microstrip Antenna Based on Back Propagation Neural Network

被引:0
作者
Liu, Dingli [1 ]
Yang, Yue [1 ]
Xu, Guilin [2 ]
Yu, Xian [1 ]
机构
[1] Guangxi Nat Resources Vocat & Tech Coll, Nanning 532199, Guangxi, Peoples R China
[2] Nanning Normal Univ, Key Lab Environm Change & Resources Use Beibu Gulf, Minist Educ, Nanning 530100, Guangxi, Peoples R China
关键词
Microstrip Antenna; Miniaturization and Broadband; Multi-Objective Optimization Design; Adaptive BF Neural Network;
D O I
10.1166/jno.2024.3626
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Antenna plays an important role in modern communication. Accurate calculation of antenna structure to obtain reasonable electromagnetic characteristic parameters is an important part of antenna design. With the increasing complexity of the antenna structure, a large number of numerical calculations are required in the design process to determine the optimal structure size. Therefore, it's necessary to study the fast optimization algorithm of antenna multi-objective (antenna bandwidth, gain, polarization characteristics, etc) optimization design method. In this paper, a new adaptive BF neural network is proposed to optimize the resonant frequency and size structure of dual frequency circular polarization microstrip antenna, so as to improve the efficiency of antenna design.
引用
收藏
页码:768 / 772
页数:5
相关论文
共 17 条
  • [11] Inverse Artificial Neural Network for Multiobjective Antenna Design
    Xiao, Li-Ye
    Shao, Wei
    Jin, Fu-Long
    Wang, Bing-Zhong
    Liu, Qing Huo
    [J]. IEEE TRANSACTIONS ON ANTENNAS AND PROPAGATION, 2021, 69 (10) : 6651 - 6659
  • [12] Multigrade Artificial Neural Network for the Design of Finite Periodic Arrays
    Xiao, Li-Ye
    Shao, Wei
    Ding, Xiao
    Liu, Qing Huo
    Joines, William T.
    [J]. IEEE TRANSACTIONS ON ANTENNAS AND PROPAGATION, 2019, 67 (05) : 3109 - 3116
  • [13] Multiparameter Modeling With ANN for Antenna Design
    Xiao, Li-Ye
    Shao, Wei
    Jin, Fu-Long
    Wang, Bing-Zhong
    [J]. IEEE TRANSACTIONS ON ANTENNAS AND PROPAGATION, 2018, 66 (07) : 3718 - 3723
  • [14] An Efficient Artificial Neural Network Model for Inverse Design of Metasurfaces
    Yuan, Lin
    Wang, Lan
    Yang, Xue-Song
    Huang, Hao
    Wang, Bing-Zhong
    [J]. IEEE ANTENNAS AND WIRELESS PROPAGATION LETTERS, 2021, 20 (06): : 1013 - 1017
  • [15] Multibranch Artificial Neural Network Modeling for Inverse Estimation of Antenna Array Directivity
    Yuan, Lin
    Yang, Xue-Song
    Wang, Chao
    Wang, Bing-Zhong
    [J]. IEEE TRANSACTIONS ON ANTENNAS AND PROPAGATION, 2020, 68 (06) : 4417 - 4427
  • [16] Multivalued Neural Network Inverse Modeling and Applications to Microwave Filters
    Zhang, Chao
    Jin, Jing
    Na, Weicong
    Zhang, Qi-Jun
    Yu, Ming
    [J]. IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES, 2018, 66 (08) : 3781 - 3797
  • [17] Gain-Enhanced Patch Antenna Without Enlarged Size via Loading of Slot and Shorting Pins
    Zhang, Xiao
    Zhu, Lei
    [J]. IEEE TRANSACTIONS ON ANTENNAS AND PROPAGATION, 2017, 65 (11) : 5702 - 5709