• DocumentCode
    1505276
  • Title

    Position Mutated Hierarchical Particle Swarm Optimization and its Application in Synthesis of Unequally Spaced Antenna Arrays

  • Author

    Bhattacharya, Rajarshi ; Bhattacharyya, Tarun Kanti ; Garg, Ramesh

  • Author_Institution
    Dept. of Electron. & Electr. Commun. Eng., Indian Inst. of Technol., Kharagpur, India
  • Volume
    60
  • Issue
    7
  • fYear
    2012
  • fDate
    7/1/2012 12:00:00 AM
  • Firstpage
    3174
  • Lastpage
    3181
  • Abstract
    A family of position mutated hierarchical particle swarm optimization algorithms with time varying acceleration coefficients (viz. PM_nHPSO-TVAC, n = 1, 2, 3, 4) is introduced in this paper. The proposed position mutation schemes help the swarm to get out of local optima traps and the hierarchical nature of the swarm prevents premature convergence. One distinct advantage of the proposed algorithms over the existing mutated PSO algorithms is that PM_nHPSO-TVAC do not involve any controlling parameter. Performance of the proposed algorithms is evaluated on standard benchmark functions. Comparative study shows that PM_4HPSO-TVAC performs better than the other PM_n HPSO-TVAC, HPSO-TVAC, comprehensive learning PSO (CLPSO), adaptive-CLPSO (A-CLSPO), PSO with time-varying inertia weight (PSO-TVIW), and constriction factor PSO (CFPSO) for the benchmark functions considered. We apply the proposed algorithm to the synthesis of uniformly excited, unequally dpaced linear array to minimize sidelobe level (SLL) and to control first-null-beamwidth (FNBW) and null locations. Further, we apply the proposed algorithm to the synthesis of unequally spaced sparse planar array to minimize SLL.
  • Keywords
    antenna arrays; particle swarm optimisation; adaptive-CLPSO; benchmark functions; comprehensive learning PSO; constriction factor; first-null-beamwidth; hierarchical nature; local optima traps; mutated PSO algorithms; null locations; position mutated hierarchical particle swarm optimization; position mutation schemes; sidelobe level; time varying acceleration coefficients; time-varying inertia weight; unequally spaced antenna arrays; uniformly excited unequally dpaced linear array; Antenna arrays; Benchmark testing; Optimization; Particle swarm optimization; Space exploration; Array synthesis; mutation; null control; particle swarm optimization (PSO); side lobe level (SLL) minimization;
  • fLanguage
    English
  • Journal_Title
    Antennas and Propagation, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-926X
  • Type

    jour

  • DOI
    10.1109/TAP.2012.2196917
  • Filename
    6192290