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Permutation filter lattices: a general order-statistic filtering framework

机译:置换过滤器格:一般的顺序统计过滤框架

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A general nonlinear filtering framework-permutation order-statistic filter lattices is introduced which defines a highly modular and robust class of filters which effectively addresses both the nonlinear characteristics of a system as well as the possible noise contamination. Permutation filters, much like polynomial filters, are flexible and modular where instead of having polynomial expansions we have permutation lattice expansions. At the simplest level in the filter lattice, permutation filters reduce to either a simple linear (FIR) or to an order statistic (OS) filter, but at higher levels in the lattice the obtained filters can model complicated nonlinear systems more accurately while still preserving their robust properties. In order to enhance the robustness of permutation fitters, we develop /spl alpha/-trimmed permutation indicators and their associated filter lattices. We conclude by presenting simulation examples where permutation filters are used in nonlinear system identification and in the rejection of narrowband interference in a direct sequence multiple access system. This paper, thus extends the potential of order-statistic filters which have been shown to be somewhat limited in general nonlinear estimation problems.
机译:介绍了一种通用的非线性滤波框架-排列顺序统计滤波器格,它定义了高度模块化和鲁棒的滤波器类别,可有效解决系统的非线性特征以及可能的噪声污染。置换滤波器与多项式滤波器很像,是灵活的和模块化的,其中置换矩阵扩展而不是多项式展开。在滤波器网格中最简单的级别,置换滤波器可简化为简单线性(FIR)或阶数统计(OS)滤波器,但在网格中较高的级别,所获得的滤波器可以更精确地建模复杂的非线性系统,同时仍然保留其坚固的性能。为了增强置换拟合器的鲁棒性,我们开发了/ spl alpha /修剪的置换指示符及其关联的过滤器格。通过给出仿真示例来总结,其中在非线性系统识别中以及在直接序列多址系统中抑制窄带干扰时使用了置换滤波器。因此,本文扩展了阶数统计滤波器的潜力,这些潜力已显示出在一般的非线性估计问题中受到一定程度的限制。

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