一种用于植物识别的自适应滤波器组合

M. Martínez‐Ramón, J. Arenas-García, Á. Navia-Vázquez, A. Figueiras-Vidal
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引用次数: 92

摘要

在本文中,我们提出了自适应组合两个LMS自适应横向滤波器用于植物识别。其中一个滤波器具有高自适应步长,另一个具有低自适应步长,以便将(快速)变化条件下的良好跟踪能力与沿平稳周期减小的收敛误差结合起来。对组合的特征进行了简要讨论,强调它允许处理“中间”变化率情况的可能性,与(隐式或显式)切换机制相反。选定的说明性仿真实例表明了该方法的有效性。从改进算法和扩大应用领域的角度出发,指出了一些互补的研究方向。
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An adaptive combination of adaptive filters for plant identification
In this paper, we propose to adaptively combine two LMS adaptive transversal filters for plant identification. One of the filters has a high and the other a low adaption step, in order to combine good tracking capabilities under (fast) change conditions with a reduced convergence error along stationary periods. A brief discussion of the characteristics of the combination is included, emphasizing that it allows the possibility of dealing with "intermediate" rate of change situations, in opposition to (implicit or explicit) switching mechanisms. A selected illustrative simulation example shows the effectiveness of this approach. Some complementary lines of research are indicated, from the points of view of improving the algorithm and of extending the fields of application.
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