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    University of Taipei > 理學院 > 資訊科學系 > 期刊論文 >  Item 987654321/15776


    請使用永久網址來引用或連結此文件: http://utaipeir.lib.utaipei.edu.tw/dspace/handle/987654321/15776


    題名: Modified Particle Swarm Optimization Structure Approach to Direction of Arrival Estimation
    作者: Hung, Jui-Chung;洪瑞鍾
    貢獻者: 臺北市立教育大學資訊科學系
    關鍵詞: Particle swarm optimization;First-order Taylor series;Code-division multiple access;Direction-of-arrival estimation
    日期: 2013-01
    上傳時間: 2017-07-24 11:27:58 (UTC+8)
    摘要: This study considers the problem of estimating the direction-of-arrival (DOA) for code-division multiple access (CDMA) signals. In this type of problem, the associated cost function of the DOA estimation is generally a computationally-expensive and highly-nonlinear optimization problem. A fast convergence of the global optimization algorithm is therefore required to attain results within a short amount of time. In this paper, we propose a new application of the modify particle swarm optimization (MPSO) structure to achieve a global optimal solution with a fast convergence rate for this type of DOA estimation problem. The MPSO uses a first-order Taylor series expansion of the objective function to address the issue of enhanced PSO search capacity for finding the global optimum leads to increased performance. The first-order Taylor series approximates the spatial scanning vector in terms of estimating deviation results in and reducing to a simple one-dimensional optimization problem and the estimating deviation has the tendency to fly toward a better search area. Thus, the estimating deviation can be used to update the velocity of the PSO. Finally, several numerical examples are presented to illustrate the design procedure and to confirm the performance of the proposed method.
    關聯: Applied Soft Computing, vol. 13, pp. 315-320
    顯示於類別:[資訊科學系] 期刊論文

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