A Framework for Optimizing Antenna Through Genetic Algorithm-Based Neural Network

[1] R. Alhamad, E. Almajali, and S. Mahmoud, “Electrical reconfigurability in modern 4g, 4g/5g and 5g antennas: A critical review of polarization and frequency reconfigurable designs,” IEEE Access, vol. 11, pp. 29 215–29 233, 2023. Search in Google Scholar

[2] O. A. Saraereh, “Design and performance evaluation of oam-antennas: A comparative review,” IEEE Access, vol. 11, pp. 27 992–28 013, 2023. Search in Google Scholar

[3] D. Tuzi, T. Delamotte, and A. Knopp, “Satellite swarm-based antenna arrays for 6g direct-to-cell connectivity,” IEEE Access, vol. 11, pp. 36 907–36 928, 2023. Search in Google Scholar

[4] B. Zhang, L. Song, and Y. Rahmat-Sammi, “Textile patch antenna surrogate-based optimization: Kriging surrogate modeling on equivalent circuit components,” in 2023 United States National Committee of URSI National Radio Science Meeting (USNC-URSI NRSM), 2023, pp. 145–146. Search in Google Scholar

[5] P.-F. Qin, W.-H. Li, D. Wang, G.-L. Huang, W. Fan, and C.-Y.-D. Sim, “A linear decreasing inertia weight particle swarm optimization base on a k-means clustering chaotic sampling for antenna design,” in 2022 Cross Strait Radio Science Wireless Technology Conference (CSRSWTC), 2022, pp. 1–3. Search in Google Scholar

[6] A. A. Al-Azza, A. A. Al-Jodah, and F. J. Harackiewicz, “Spider monkey optimization: A novel technique for antenna optimization,” IEEE Antennas and Wireless Propagation Letters, vol. 15, pp. 1016–1019, 2016. Search in Google Scholar

[7] F. Mir, L. Kouhalvandi, L. Matekovits, and E. O. Gunes, “Automated optimization for broadband flat-gain antenna designs with artificial neural network,” IET Microwaves, Antennas & Propagation, vol. 15, no. 12, pp. 1537–1544, 2021. [Online]. Available: https://ietresearch.onlinelibrary.wiley.com/doi/abs/10.1049/mia2.12137 Search in Google Scholar

[8] F. Mir, L. Kouhalvandi, and L. Matekovits, “Deep neural learning based optimization for automated high performance antenna designs,” Scientific Reports, vol. 12, no. 16801, 2022. Search in Google Scholar

[9] F. Shuai, “Design system of plant decorative ceramic pattern based on multi-objective genetic algorithm,” in 2023 IEEE International Conference on Integrated Circuits and Communication Systems (ICICACS), 2023, pp. 1–6. Search in Google Scholar