A Hybrid Optimization Algorithm for the Synthesis of Sparse Array Pattern Diagrams
Source abstract
Abstract
To comprehensively address the challenges of aperture design, element spacing optimization, and sidelobe suppression in sparse radar array antennas, this paper proposes a hybrid particle swarm optimization (PSO) algorithm that integrates quantum-behavior mechanisms with genetic mutation. The algorithm enhances global search capability through the introduction of a quantum potential well model, while incorporating adaptive mutation operations to prevent premature convergence, thereby improving optimization accuracy during later iterations. The simulation results demonstrate that for sparse linear arrays, planar rectangular arrays, and multi-ring concentric circular arrays, the proposed algorithm achieves a sidelobe level (SLL) reduction exceeding 0.24 dB compared to conventional approaches, including the grey wolf optimizer (GWO), the whale optimization algorithm (WOA), and classical PSO. Furthermore, it exhibits superior global iterative search performance and demonstrates broader applicability across various array configurations.
Source: crossref · Quality: baseline
Research context
OpenAlex topics: Antenna Design and Optimization · Radio Astronomy Observations and Technology · Radar Systems and Signal Processing
SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.
Affiliations
School of Electrical Engineering, Naval University of Engineering, Wuhan 430033, China
Ordnance Engineering College, Naval University of Engineering, Wuhan 430033, China
Funding
Hubei Provincial Natural Science Foundation of China
References (34)
Show source-provided references
1. Multi-beam forming with movable-antenna array10.1109/LCOMM.2024.3350647 ↗
2. Saeed, M.A., and Nwajana, A.O. (2024). A review of beamforming microstrip patch antenna array for future 5G/6G networks. Front. Mech. Eng., 9.10.3389/fmech.2023.1288171 ↗
3. The method of maximum power transmission efficiency for the design of antenna arrays10.1109/OJAP.2021.3066310 ↗
4. A conformable phased-array ultrasound patch for bladder volume monitoring10.1038/s41928-023-01068-x ↗
5. Large-Scale Sparse Antenna Array Optimization for RCS Reduction with an AM-FCSN10.1109/JSEN.2024.3516038 ↗
6. Pattern synthesis of uniform and sparse linear antenna array using mayfly algorithm10.1109/ACCESS.2021.3083487 ↗
7. Sparse antenna array design methodologies—A review10.1016/j.jnlest.2024.100276 ↗
8. Shao, W., Hu, J., Ji, Y., Zhang, W., and Fang, G. (2024). W-Band FMCW MIMO System for 3-D Imaging Based on Sparse Array. Electronics, 13.10.3390/electronics13020369 ↗
9. Imageless contraband detection using a millimeter-wave dynamic antenna array via spatial fourier domain sampling10.1109/ACCESS.2024.3437433 ↗
10. Pattern optimization of thinned linear arrays based on improved cuckoo search algorithm
11. A synthesis method for thinned linear arrays based on improved sparrow search algorithm
12. Efficient multiobjective optimization of time-modulated array using a hybrid particle swarm algorithm with convex programming10.1109/LAWP.2020.3014366 ↗
13. Optimization of Radiation Pattern for Circular Antenna Array using Genetic Algorithm and Particle Swarm Optimization with Combined Objective Function10.5573/IEIESPC.2024.13.6.579 ↗
14. Zang, Z., Wu, J., and Huang, Q. (2025). Design of an Aperiodic Optical Phased Array Based on the Multi-Strategy Enhanced Particle Swarm Optimization Algorithm. Photonics, 12.10.3390/photonics12030210 ↗
15. Optimization of time modulated array antennas based on improved gray wolf optimizer10.1063/5.0249586 ↗
16. Design and performances improvement of an UWB antenna with DGS structure using a grey wolf optimization algorithm10.1016/j.heliyon.2024.e26337 ↗
17. A comprehensive survey of feature selection techniques based on whale optimization algorithm10.1007/s11042-023-17329-y ↗
18. Multistrategy improved whale optimization algorithm and its application
19. Xu, C. (2022). Application of Improved Particle Swarm Optimization in Array Antenna Beamforming. [Master’s Thesis, Nanjing University of Posts and Telecommunications].
20. Zhang, T.Y. (2024). Research on Sparse Array Optimization Based on Intelligent Optimization Algorithms. [Ph.D. Thesis, Shijiazhuang Tiedao University].
21. Particle swarm optimization algorithm with weight function learning factors
22. A hybrid quantum-behaved particle swarm optimization algorithm for solving inverse scattering problems10.1109/TAP.2021.3060592 ↗
23. A hybrid smart quantum particle swarm optimization for multimodal electromagnetic design problems10.1109/ACCESS.2022.3188276 ↗
24. An Improved Particle Swarm Optimization Algorithm with Inertia Weight
25. Multi-objective optimization of hydraulic performance for low-specific-speed stamping centrifugal pump based on PSO algorithm
26. Adaptive ECG Signal Denoising Algorithm Based on the Improved Whale Optimization Algorithm10.1109/JSEN.2024.3422995 ↗
27. Three-dimensional Image Reconstruction of Breast Tumor by Electrical Impedance Tomography based on Dimensional Grey Wolf Optimization Algorithm10.1109/TIM.2025.3547095 ↗
28. Liu, Y., Huang, L., Li, H., and Sun, C. (2025). Dual-Frequency Common-Cable Waveguide Slot Satellite Communication Antenna. Electronics, 14.10.3390/electronics14071326 ↗
29. Synthesis of sparse arrays with spacing constraints using an improved particle swarm optimization algorithm
30. Synthesis of sparse array antennas based on Lévy flight particle swarm optimization
31. Synthesis of sparse planar arrays using an improved arithmetic optimization algorithm
32. Research on two-dimensional planar array based on chaotic genetic algorithm
33. Optimal design of sparse concentric ring arrays
34. Concentric ring array synthesis for low side lobes: An overview and a tool for optimizing ring radii and angle of rotation10.1109/ACCESS.2021.3109171 ↗