1. Liu, Tianqu, Jinping Sun, Guohua Wang, Xiaoyong Du, and Weidong Hu, "Designing low side-lobe level-phase coded waveforms for MIMO radar using P-norm optimization," IEEE Transactions on Aerospace and Electronic Systems, Vol. 59, No. 4, 3797-3810, Aug. 2023.
doi:10.1109/taes.2022.3232310 Google Scholar
2. Zhu, Yangkun, Wenyu Ma, Chuang Wang, and Wenquan Cao, "Low sidelobe planar electrically large sparse array antenna with element number reduction based on genetic algorithm," IET Microwaves, Antennas & Propagation, Vol. 18, No. 6, 447-458, 2024.
doi:10.1049/mia2.12475 Google Scholar
3. Dib, Nihad, "Design of planar concentric circular antenna arrays with reduced side lobe level using symbiotic organisms search," Neural Computing and Applications, Vol. 30, No. 12, 3859-3868, 2018.
doi:10.1007/s00521-017-2971-2 Google Scholar
4. Adriansyah, Muhammad Athallah, Aditya Inzani Wahdiyat, Ismi Rosyiana Fitri, Noor Asniza Murad, and Catur Apriono, "Sidelobe level suppression in linear and planar phased arrays using grey wolf optimization with local search refinements," IEEE Access, Vol. 13, 27818-27832, 2025.
doi:10.1109/access.2025.3540456 Google Scholar
5. Asaad, Huda and Saad S. Hreshee, "SLL reduction in linear antenna arrays by genetic algorithm, flower pollination algorithm, and grey wolf optimization with iteration and population parameters," Revue d'Intelligence Artificielle, Vol. 37, No. 5, 1177-1186, 2023.
doi:10.18280/ria.370509 Google Scholar
6. Zhang, Zhigang, Ting Li, Feng Yuan, and Li Yin, "Synthesis of linear antenna array using genetic algorithm to control side lobe level," Computer Engineering and Networking. Lecture Notes in Electrical Engineering, Vol. 277, 39-46, Springer, Cham, 2013.
doi:10.1007/978-3-319-01766-2_5
7. Namdeo, Shravan Kumar, Mukesh Patidar, Shreyaskumar Patel, Ankit Jain, Devendra S. Mandloi, Pranav Paranjpe, and Sneha Nagar, "Genetic algorithm (GA) approach for side lobe level-reduction (SLL-R) and enhanced directivity in wireless communication," Journal of Microsystems and IoT, Vol. 2, No. 8, 1131-1139, 2024.
doi:10.5281/zenodo.13729305 Google Scholar
8. Chen, Qian, Songlin Yan, Xinyue Guo, Wei Wang, Zhixiang Huang, Lixia Yang, Yingsong Li, and Xianling Liang, "A low sidelobe 77 GHz centre‐fed microstrip patch array antenna," IET Microwaves, Antennas & Propagation, Vol. 17, No. 11, 887-896, 2023.
doi:10.1049/mia2.12408 Google Scholar
9. Li, Hongtao, Longyao Ran, Cheng He, Zhoupeng Ding, and Shengyao Chen, "Adaptive beamforming with sidelobe level control for multiband sparse linear array," Remote Sensing, Vol. 15, No. 20, 4929, 2023.
doi:10.3390/rs15204929 Google Scholar
10. Haupt, Randy L. and Douglas H. Werner, Genetic Algorithms in Electromagnetics, John Wiley & Sons, 2007.
doi:10.1002/047010628x
11. Nipo, Akila, Rubayed All Islam, and Md. Imdadul Islam, "Adaptive beamforming of linear array antenna system using particle swarm optimization and genetic algorithm," International Journal of Wireless and Microwave Technologies (IJWMT), Vol. 15, No. 5, 1-20, 2025.
doi:10.5815/ijwmt.2025.05.01 Google Scholar
12. Konstantinou, Rozita, Ihsan Kanbaz, Okan Yurduseven, and Michail Matthaiou, "Differential evolution-based end-fire realized gain optimization of active and parasitic arrays," IEEE Access, Vol. 13, 9857-9867, 2025.
doi:10.1109/access.2025.3526501 Google Scholar
13. Mandal, Ankush, Hamim Zafar, Swagatam Das, and Athanassios V. Vasilakos, "A modified differential evolution algorithm for shaped beam linear array antenna design," Progress In Electromagnetics Research, Vol. 125, 439-457, 2012.
doi:10.2528/pier11112408 Google Scholar
14. Geranmayeh, Parmida and Eckhard Grass, "Optimization of beamforming and transmit power using DQN and comparison with traditional techniques," IEEE Access, Vol. 13, 94275-94285, 2025.
doi:10.1109/access.2025.3573096 Google Scholar
15. Arunachalam, Valliammai, Luke Rosen, Mojisola Rachel Akinsiku, Shuvashis Dey, Rahul Gomes, and Dipankar Mitra, "A multi-stage deep learning framework for antenna array synthesis in satellite IoT networks," AI, Vol. 6, No. 10, 248, 2025.
doi:10.3390/ai6100248 Google Scholar
16. Halim, Zahid, Muhammad Nadeem Yousaf, Muhammad Waqas, Muhammad Sulaiman, Ghulam Abbas, Masroor Hussain, Iftekhar Ahmad, and Muhammad Hanif, "An effective genetic algorithm-based feature selection method for intrusion detection systems," Computers & Security, Vol. 110, 102448, 2021.
doi:10.1016/j.cose.2021.102448 Google Scholar
17. Karasev, Alexey S. and Maksim A. Stepanov, "Genetic algorithm for antenna array thinning with minimization of side lobe level," 2021 XV International Scientific-Technical Conference on Actual Problems Of Electronic Instrument Engineering (APEIE), 268-272, Novosibirsk, Russian Federation, 2021.
doi:10.1109/APEIE52976.2021.9647478
18. Qiu, Huaqing, Yong Liu, Xiansong Meng, Xiaowei Guan, Yunhong Ding, and Hao Hu, "Bidirectional high sidelobe suppression silicon optical phased array," Photonics Research, Vol. 11, No. 4, 659-668, 2023.
doi:10.1364/prj.479880 Google Scholar
19. Wang, Zhe, Jiayi Zhang, Hongyang Du, Dusit Niyato, Shuguang Cui, Bo Ai, Mérouane Debbah, Khaled B. Letaief, and H. Vincent Poor, "A tutorial on extremely large-scale MIMO for 6G: Fundamentals, signal processing, and applications," IEEE Communications Surveys & Tutorials, Vol. 26, No. 3, 1560-1605, 2024.
doi:10.1109/comst.2023.3349276 Google Scholar
20. Qamar, Faizan, Syed Hussain Ali Kazmi, Khairul Akram Zainol Ariffin, Muhammad Tayyab, and Quang Ngoc Nguyen, "Multi-antenna array-based massive MIMO for B5G/6G: State of the art, challenges, and future research directions," Information, Vol. 15, No. 8, 442, 2024.
doi:10.3390/info15080442 Google Scholar
21. Deng, Ruoqi, Yutong Zhang, Haobo Zhang, Boya Di, Hongliang Zhang, H. Vincent Poor, and Lingyang Song, "Reconfigurable holographic surfaces for ultra-massive MIMO in 6G: Practical design, optimization and implementation," IEEE Journal on Selected Areas in Communications, Vol. 41, No. 8, 2367-2379, 2023.
doi:10.1109/jsac.2023.3288248 Google Scholar
22. Alwakeel, Ahmed M., "6G virtualized beamforming: A novel framework for optimizing massive MIMO in 6G networks," EURASIP Journal on Wireless Communications and Networking, Vol. 2025, No. 1, 23, 2025.
doi:10.1186/s13638-025-02451-2 Google Scholar
23. Awasthi, Parul, "Adaptive beamforming and massive MIMO optimization for ultra-reliable low-latency communication (URLLC) in 6G networks," International Journal of Applied Mathematics, Vol. 38, No. 6s, 159-189, 2025.
doi:10.12732/ijam.v38i6s.391 Google Scholar
24. Thiruppathi, Pandiselvi, Lakshmi Dhevi Balasubrahmaniam, Karthik Govindan Manoharan, and Aarthi Alias Ananthakirupa Balasubramanian, "Multiband plasmonic MIMO antenna array for 6G communications," Optical and Quantum Electronics, Vol. 56, No. 6, 969, 2024.
doi:10.1007/s11082-024-06835-4 Google Scholar
25. He, Xinyu, Tao Dong, Jingwen He, and Yue Xu, "A design approach of optical phased array with low side lobe level and wide angle steering range," Photonics, Vol. 8, No. 3, 63, 2021.
doi:10.3390/photonics8030063
26. Kolomvakis, Nikolaos and Emil Björnson, "Nonlinear distortion issues created by active reconfigurable intelligent surfaces," 2024 18th European Conference on Antennas and Propagation (EuCAP), 1-5, Glasgow, United Kingdom, 2024.
doi:10.23919/EuCAP60739.2024.10501268
27. Gupta, Sneha, Rachit Agnihotri, and Soumava Mukherjee, "Reconfigurable intelligent surfaces with suppressed quantization lobe for arbitrary reflection angles," 2023 IEEE Microwaves, Antennas, and Propagation Conference (MAPCON), 1-6, Ahmedabad, India, 2023.
doi:10.1109/MAPCON58678.2023.10463970
28. Balanis, Constantine A., Antenna Theory: Analysis and Design, 3rd Ed., John Wiley & Sons, Hoboken, New Jersey, 2005.
29. Bhattacharyya, Arun K., Phased Array Antennas: Floquet Analysis, Synthesis, BFNs and Active Array Systems, John Wiley & Sons, 2006.
30. Chakraborty, Avishek, Gopi Ram, and Durbadal Mandal, "Optimal pulse shifting in timed antenna array for simultaneous reduction of sidelobe and sideband level," IEEE Access, Vol. 8, 131063-131075, 2020.
doi:10.1109/access.2020.3010047 Google Scholar
31. Zhang, Han, Bichao Bai, Jianfeng Zheng, and Yun Zhou, "Optimal design of sparse array for ultrasonic total focusing method by binary particle swarm optimization," IEEE Access, Vol. 8, 111945-111953, 2020.
doi:10.1109/access.2020.3001947 Google Scholar
32. Liang, Shuang, Zhiyi Fang, Geng Sun, Yanheng Liu, Guannan Qu, and Ying Zhang, "Sidelobe reductions of antenna arrays via an improved chicken swarm optimization approach," IEEE Access, Vol. 8, 37664-37683, 2020.
doi:10.1109/access.2020.2976127 Google Scholar
33. Fushimi, Tatsuki and Yusuke Koroyasu, "Multi focus acoustic field generation using Dammann gratings for phased array transducers," Results in Physics, Vol. 67, 108040, 2024.
doi:10.1016/j.rinp.2024.108040 Google Scholar
34. Chen, Fu-Chang, Hao-Tao Hu, Run-Shuo Li, Qing-Xin Chu, and Michael J. Lancaster, "Design of filtering microstrip antenna array with reduced sidelobe level," IEEE Transactions on Antennas and Propagation, Vol. 65, No. 2, 903-908, Feb. 2017.
doi:10.1109/tap.2016.2639469 Google Scholar
35. Parveez Shariff, B. G., Tanweer Ali, Pallavi R. Mane, Sameena Pathan, Qammer H. Abbasi, Masood Ur-Rehman, Yahia M. M. Antar, Satish Kumar Sharma, and Ahmed A. Kishk, "Wideband narrow-beam 16-element two-port MIMO array antenna with high isolation for automotive radar and 5G millimeter wave applications," IEEE Open Journal of Antennas and Propagation, Vol. 6, No. 5, 1502-1523, 2025.
doi:10.1109/ojap.2025.3588252 Google Scholar
36. Yang, Huanhuan, Tong Li, Liming Xu, Xiangyu Cao, Jun Gao, Jianghao Tian, Haonan Yang, and Dong Sun, "A new strategy to design microstrip antenna array with low side-lobe level and high gain," IEEE Access, Vol. 7, 152715-152721, 2019.
doi:10.1109/access.2019.2948098 Google Scholar