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Volume 39 Issue 10
Oct.  2017
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QIU Yongbin, HUANG Xianlin, ZHANG Shuchun, JIANG Wei. Modified PSO Algorithm for Planar Arrays Pattern Optimization[J]. Journal of Electronics & Information Technology, 2017, 39(10): 2340-2345. doi: 10.11999/JEIT170167
Citation: QIU Yongbin, HUANG Xianlin, ZHANG Shuchun, JIANG Wei. Modified PSO Algorithm for Planar Arrays Pattern Optimization[J]. Journal of Electronics & Information Technology, 2017, 39(10): 2340-2345. doi: 10.11999/JEIT170167

Modified PSO Algorithm for Planar Arrays Pattern Optimization

doi: 10.11999/JEIT170167
Funds:

The National Natural Science Foundation of China (61273095)

  • Received Date: 2017-02-27
  • Rev Recd Date: 2017-05-12
  • Publish Date: 2017-10-19
  • Particle Swarm Optimization (PSO) is an efficient technology to synthesize desired pattern of antenna arrays. But in some complicated cases, the optimizer will fail because the optimum particles fall into local best solutions and the convergence is so bad, especially for nonlinear optimization of large planar arrays pattern. To solve this problem, a modified optimizer is presented to improve the convergence of traditional PSO by means of initializing the particles with analytical values rather than random values. For any given desired pattern, the corresponding aperture weights can be derived by matrix operations and these weights are then used as a particles initial values while other particles are still initialized randomly. By this initialization, an efficient estimation of the optimum particles initial values can be achieved before the beginning of all particles searching process. After that the standard PSO iterations work as usual. The simulation results prove that this modified optimizer converges more rapidly and deeply than the traditional PSO and more satisfying global solutions and desired pattern could be obtained.
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  • KINGHORN T, SCOTT I, and TOTTEN E. Recent advances in airborne phased array radar systems[C]. IEEE International Symposium on Phased Array Systems and Technology, Waltham, Massachusetts, USA, 2016: 1-7. doi: 10.1109/ARRAY.2016.7832541.
    MAHAFZA B R and ELSHERBENI A Z. MATLAB Simulations for Radar Systems Design[M]. Boca Raton London New York Washington, D.C. USA, Chapman Hall/ CRC CRC Press LLC, 2004: 8.5.
    赵菲, 齐会颖, 邱磊, 等. 自适应动态Meta粒子群优化算法综合多方向图共形阵列[J]. 电子与信息学报, 2012, 34(6): 1476-1482. doi: 10.3724/SP.J.1146.2011.01187.
    ZHAO Fei, QI Huiying, QIU Lei, et al. Adaptive dynamic meta particle swarm optimization algorithm synthesizing multiple-pattern conformal array[J]. Journal of Electronics Information Technology, 2012, 34(6): 1476-1482. doi: 10.3724 /SP.J.1146.2011.01187.
    袁智皓, 耿军平, 金荣洪, 等. 基于改进的粒子群算法的二维阵列天线方向图综合技术[J]. 电子与信息学报, 2007, 29(5): 1236-1239.
    YUAN Zhihao, GENG Junping, JIN Ronghong, et al. Pattern synthesis of 2-D arrays based on a modified particle swarm optimization algorithm[J]. Journal of Electronics Information Technology, 2007, 29(5): 1236-1239.
    OLIVERI G, VIANI F, ANSELMI N, et al. Synthesis of multilayer WAIM coatings for planar-phased arrays within the system-by-design framework[J]. IEEE Transactions on Antennas and Propagation, 2015, 63(6): 2482-2496. doi: 10.1109/TAP.2015.2415516.
    HADJ A L and BOUSSOUAR B. New optimisation algorithm for planar antenna array synthesis[J]. AEU- International Journal of Electronics and Communications, 2012, 66(9): 752-757. doi: 10.1016/j.aeue.2012.01.00.
    YU Xiaomeng, ZHANG Yan, DONG Tao, et al. Design of low side-lobe level conformal antenna array by PSO-GA[C]. IEEE International Conference on Ubiquitous Wireless Broadband, Nanjing, China, 2016: 1-3. doi: 10.1109/ICUWB.2016. 7790529.
    GHATAK R, KARMAKAR A, and PODDAR D R. Evolutionary optimization of Haferman carpet fractal patterned antenna array[J]. International Journal of RF and Microwave Computer-Aided Engineering, 2015, 25(8): 719-729. doi: 10.1002/mmce.20911.
    MANICA L, CARLIN M, MALCIC I, et al. Wideband multilayer WAIM design and optimization[C]. 8th European Conference on Antennas and Propagation, Hague, the Netherlands, 2014: 2997-3000. doi: 10.1109/EuCAP.2014. 6902458.
    BERA R, MANDAL D, GHOSHAL S P, et al. Optimal design of concentric elliptical array antenna for maximum side-lobe level reduction using particle swarm optimization with aging leader and challengers[C]. International Conference on Communication and Signal Processing (ICCSP), Melmaruvathur, Tamilnadu, India, 2016: 1817-1821. doi: 10.1109/ICCSP.2016.7754482.
    REZAGHOLI A and MOHAJERI F. Directivity optimization of fractal antenna arrays using PSO algorithm[C]. IEEE 24th Iranian Conference on Electrical Engineering (ICEE), Shiraz, Iran, 2016: 1224-1228. doi: 10.1109/IranianCEE.2016. 7585708.
    BROWN A D. Electronically Scanned Arrays: MATLAB Modeling and Simulation[M]. Boca Raton London New York, CRC Press, Taylor Francis Group, LLC, 2012: 35-80.
    KENNEDY J and EBERHART R. Particle swarm optimization[C]. Proceedings of the 1995 IEEE International Conference on Neural Networks, Part 1 (of 6), Perth, Austrilia, 1995, 4: 1942-1948.
    SHI Yuhui and EBERHART R. A modified particle swarm optimizer[C]. Proceedings of the IEEE International Conference on Evolutionary Computation, Anchorage, AK, USA, 1998: 69-73.
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