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The FPSO-DML. Algorithm for 1-DOA Estimation of Wideband Signals

机译:FPSO-DML。宽带信号1多地估计算法

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The l-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 I-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:L-DOA估计算法用于估计信号的方位角。 DML(确定的最大似然)是一种用于确定窄带信号的参数估计的算法,其理论上具有高精度的优点以及对强噪声和相干信号的高抑制。但是,有很高的计算复杂性和局部收敛存在问题。因此,本文提出了命名为FPSO-DML(裂变粒子群)(裂变粒子群优化-DML)的算法,这可以以低计算成本准确地实现DML功能的全局最佳根。然后,宽带信号通过FFB分解成不同频率的窄带信号,其用于通过FPSO-DML算法估计I-DOA。仿真证明了所提出的算法的RMSE曲线接近DML算法的CRB,具有强大的容忍相干宽带信号的能力。

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