Journal of Terahertz Science and Electronic Information Technology , Volume. 23, Issue 1, 61(2025)

Microstrip antenna size optimization method based on KNN and ANN algorithms

DOU Jiangling1,2, LI Dan2, SONG Jian2, WANG Qingwang2, and SHEN Tao3
Author Affiliations
  • 1Yunnan Key Laboratory of Computer Technologies Application, Kunming University of Science and Technology, Kunming Yunan 650500, China
  • 2School of Information Engineering and Automation, Kunming University of Science and Technology, Kunming Yunan 650500, China
  • 3Graduate School, Kunming University of Science and Technology, Kunming Yunan 650500, China
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    References(8)

    [3] [3] SARKER N, PODDER P, MONDAL M R H, et al. Applications of machine learning and deep learning in antenna design, optimization, and selection: a review[J]. IEEE Access, 2023(11): 103890-103915. doi: 10.1109/ACCESS.2023.3317371.

    [4] [4] KIM Y. Application of machine learning to antenna design and radar signal processing: a review[C]//2018 International Symposium on Antennas and Propagation (ISAP). Busan, Korea (South): IEEE, 2018: 1-2.

    [5] [5] PRABHA R, SENTHI G A, PRIYADHARSHINI J, et al. Artificial neural network based selection method for antenna parameters in microwave application[C]//2023 Intelligent Computing and Control for Engineering and Business Systems (ICCEBS). Chennai, India: IEEE, 2023: 1-6. doi: 10.1109/ICCEBS58601.2023.10449099.

    [6] [6] LI Jin, ZHAO Yanwen, LI Wenjin, et al. An improved KNN method for antenna optimization[C]//2023 International Conference on Microwave and Millimeter Wave Technology (ICMMT). Qingdao, China: IEEE, 2023: 1-3. doi: 10.1109/ICMMT58241.2023.10277546.

    [7] [7] CUI Liangze, ZHANG Yao, ZHANG Runren, et al. A modified efficient KNN method for antenna optimization and design[J]. IEEE Transactions on Antennas and Propagation, 2020, 68(10): 6858-6866. doi: 10.1109/TAP.2020.3001743.

    [8] [8] KADLEC P. Design of artificial neural network for antenna synthesis using the optimization with variable number of dimensions[C]//2022 the 32nd International Conference Radioelektronika. Kosice, Slovakia: IEEE, 2022: 1-6. doi: 10.1109/RADIOELEKTRONIKA54537.2022.9764945.

    [9] [9] HUANG Jinhua, LI Wenting, HE Yejun, et al. Optimization of antenna design using the artificial neural network and the simulated annealing algorithm[C]//2021 Computing, Communications and IoT Applications. Shenzhen, China: IEEE, 2021: 119-122. doi: 10.1109/ComComAp53641.2021.9653055.

    [10] [10] LIU Peiqin, SHAN Zijue, CHEN Zhining, et al. Machine-learning-based optimization method for wideband metasurface antenna[C]//2023 the 17th European Conference on Antennas and Propagation (EuCAP). Florence, Italy: IEEE, 2023: 1-3. doi: 10.23919/EuCAP57121.2023.10133660.

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    DOU Jiangling, LI Dan, SONG Jian, WANG Qingwang, SHEN Tao. Microstrip antenna size optimization method based on KNN and ANN algorithms[J]. Journal of Terahertz Science and Electronic Information Technology , 2025, 23(1): 61

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    Paper Information

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    Received: Aug. 26, 2024

    Accepted: Feb. 25, 2025

    Published Online: Feb. 25, 2025

    The Author Email:

    DOI:10.11805/tkyda2024404

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