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The FPSO-DML algorithm for 1-DOA estimation of wideband signals

机译:用于宽带信号一维估计的FPSO-DML算法

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The 1-DOA estimation algorithm is used to estimate azimuth of signals. DML (Determined Maximum Likelihood) is a kind of algorithm for parameter estimation of determined narrowband signals, which theoretically has advantages of high precise as well as high suppression to strong noise and coherent signals. However, there are problems of high computation complexity and local convergence. Therefore, the algorithm named FPSO-DML (Fission Particle Swarm Optimization-DML) is put forward in this paper, which could get accurately global optimum root of DML function at a cost of low computation. Then, the wideband signal is decomposed into narrowband signal at different frequency by FFB, which is used to estimate 1-DOA by FPSO-DML algorithm. Simulations prove that the RMSE curve of proposed algorithm approach CRB of DML algorithm, and having strong ability of tolerating coherent wideband signals.
机译:1-DOA估计算法用于估计信号的方位角。 DML(确定的最大似然)是一种用于确定的窄带信号的参数估计的算法,从理论上讲,它具有高精度以及对强噪声和相干信号的高度抑制的优点。但是,存在计算复杂度高和局部收敛的问题。因此,本文提出了一种名为FPSO-DML(裂变粒子群优化-DML)的算法,该算法可以以较低的计算成本准确地获得DML函数的全局最优根。然后,通过FFB将宽带信号分解为不同频率的窄带信号,然后通过FPSO-DML算法估计1-DOA。仿真结果表明,所提算法的RMSE曲线接近DML算法的CRB,并且具有很强的容忍相干宽带信号的能力。

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