Mode Recognition of Rectangular Dielectric Resonator Antenna Using Artificial Neural Network

被引：4
作者：
Xiao, Yuqi [1 ,2 ,3 ]
Leung, Kwok Wa [1 ,2 ,3 ]
Lu, Kai [4 ,5 ]
Leung, Chi-Sing [2 ]
机构：
[1] City Univ Hong Kong, State Key Lab Terahertz & Millimeter Waves, Hong Kong, Peoples R China
[2] City Univ Hong Kong, Dept Elect Engn, Hong Kong, Peoples R China
[3] CityU Shenzhen Res Inst, Shenzhen Key Lab Millimeter Wave & Wideband Wirel, Shenzhen 518057, Peoples R China
[4] Sun Yat Sen Univ, Guangdong Prov Key Lab Optoelect Informat Proc Ch, Guangzhou 510006, Peoples R China
[5] Sun Yat Sen Univ, Sch Elect & Informat Technol, Guangzhou 510006, Peoples R China
来源：
IEEE TRANSACTIONS ON ANTENNAS AND PROPAGATION | 2022年 / 70卷 / 07期
关键词：
Artificial neural networks; Neurons; Training; Antenna measurements; Resonant frequency; Dielectric resonator antennas; Optical resonators; Artificial intelligence (AI); artificial neural network (ANN); dielectric resonator antenna (DRA); mode recognition; particle swarm optimization (PSO); resonant mode; PARTICLE SWARM OPTIMIZATION;
D O I：
10.1109/TAP.2022.3146860
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：
A new method powered by an artificial neural network (ANN) is studied for resonant-mode recognitions of a rectangular dielectric resonator antenna (DRA). Different rectangular DRAs were simulated with ANSYS HFSS to generate a large dataset for training the model. Their resonance frequencies, dimensions, and 3-D electric fields are input to the ANN. The output end is a 12-element array representing the corresponding probabilities of 12 different resonant modes. Using this trained ANN model, the mode recognition accuracy can reach 96.74%. Apart from identifying the resonant modes, our proposed approach can suggest how to modify a rectangular DRA to improve the purity of a resonant mode for better antenna performance.
引用
收藏
页码：5209 / 5216
页数：8
相关论文
共 50 条
  • [31] Rigorous analysis of rectangular dielectric resonator antenna with a finite ground plane
    Baghaee, Reza Mohammadi
    Neshati, Mohammad H.
    Mohassel, Jalil Rashed
    IEEE TRANSACTIONS ON ANTENNAS AND PROPAGATION, 2008, 56 (09) : 2801 - 2809
  • [32] Wideband rectangular dielectric resonator antenna for low-profile applications
    Abedian, Mohammad
    Oraizi, Homayoon
    Rahim, Sharul Kamal Abdul
    Danesh, Shadi
    Ramli, Muhammad Ridduan
    Jamaluddin, Mohamad Haizal
    IET MICROWAVES ANTENNAS & PROPAGATION, 2018, 12 (01) : 115 - 119
  • [33] Theoretical investigation of aperture-coupled rectangular dielectric resonator antenna
    Antar, YMM
    Fan, Z
    IEE PROCEEDINGS-MICROWAVES ANTENNAS AND PROPAGATION, 1996, 143 (02) : 113 - 118
  • [34] Derivation of the Resonant Frequency of Rectangular Dielectric Resonator Antenna by the Perturbation Theory
    Fakhte, Saeed
    Oraizi, Homayoon
    APPLIED COMPUTATIONAL ELECTROMAGNETICS SOCIETY JOURNAL, 2016, 31 (08): : 894 - 900
  • [35] A Wideband Filtering Dielectric Resonator Antenna Based on the HEM11δ Mode
    La, Dong-Sheng
    Zhang, Chao
    Zhang, Yu-Jiao
    Jiang, Ting-Xue
    Qu, Mei-Jun
    Guo, Jing-Wei
    IEEE ANTENNAS AND WIRELESS PROPAGATION LETTERS, 2022, 21 (08): : 1552 - 1556
  • [36] Resonant Frequency Determination of Rectangular Patch Antenna using Neural Network
    Sarkar, Bishal Dey
    Shankart, Sonali
    Thakur, Anita
    Chaurasiya, Himanshu
    2015 1ST INTERNATIONAL CONFERENCE ON NEXT GENERATION COMPUTING TECHNOLOGIES (NGCT), 2015, : 915 - 917
  • [37] Input impedance of rectangular microstrip patch antenna using artificial neural networks
    Pattnaik, SS
    Panda, DC
    Devi, S
    MICROWAVE AND OPTICAL TECHNOLOGY LETTERS, 2002, 32 (05) : 381 - 383
  • [38] Inverse Artificial Neural Network for Multiobjective Antenna Design
    Xiao, Li-Ye
    Shao, Wei
    Jin, Fu-Long
    Wang, Bing-Zhong
    Liu, Qing Huo
    IEEE TRANSACTIONS ON ANTENNAS AND PROPAGATION, 2021, 69 (10) : 6651 - 6659
  • [39] Application of Neural Networks in the Modelling of Dielectric Resonator Antenna Arrays
    Anderson, Jonathan
    Wang, Ying
    Abdel-Wahab, Wael M.
    Yu, Ming
    2018 IEEE MTT-S INTERNATIONAL CONFERENCE ON NUMERICAL ELECTROMAGNETIC AND MULTIPHYSICS MODELING AND OPTIMIZATION (NEMO), 2018,
  • [40] Investigation of Resonant Modes in Wideband Hybrid Omnidirectional Rectangular Dielectric Resonator Antenna
    Zou, Meng
    Pan, Jin
    IEEE TRANSACTIONS ON ANTENNAS AND PROPAGATION, 2015, 63 (07) : 3272 - 3275
12345