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首页> 外文期刊>Vehicular Technology, IEEE Transactions on >Reduced-Rank Linear Interference Suppression for DS-UWB Systems Based on Switched Approximations of Adaptive Basis Functions
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Reduced-Rank Linear Interference Suppression for DS-UWB Systems Based on Switched Approximations of Adaptive Basis Functions

机译:基于自适应基函数切换近似的DS-UWB系统降秩线性干扰抑制

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摘要

In this paper, we propose a novel low-complexity reduced-rank scheme and consider its application to linear interference suppression in direct-sequence ultrawideband systems (DS-UWB). First, we investigate a generic reduced-rank scheme that jointly optimizes a projection vector and a reduced-rank filter by using the minimum mean square error (MMSE) criterion. Then, a low-complexity scheme, which are denoted the switched approximation of adaptive basis functions (SAABFs), is proposed. The SAABF scheme is an extension of the generic scheme, in which the complexity reduction is achieved by using a multibranch framework to simplify the structure of the projection vector. Adaptive implementations for the SAABF scheme are developed by using least mean squares (LMS) and recursive least squares (RLS) algorithms. We also develop algorithms for selecting the branch number and the model order of the SAABF scheme. Simulations show that, in the scenarios with severe intersymbol interference (ISI) and multiple-access interference (MAI), the proposed SAABF scheme has fast convergence and remarkable interference suppression performance with low complexity.
机译:在本文中,我们提出了一种新颖的低复杂度降秩方案,并考虑了其在直接序列超宽带系统(DS-UWB)中的线性干扰抑制中的应用。首先,我们研究一种通用的降秩方案,该方案通过使用最小均方误差(MMSE)准则共同优化投影矢量和降秩滤波器。然后,提出了一种低复杂度的方案,该方案被称为自适应基函数(SAABF)的开关近似。 SAABF方案是通用方案的扩展,其中通过使用多分支框架简化投影矢量的结构来降低复杂度。通过使用最小均方(LMS)和递归最小二乘(RLS)算法来开发SAABF方案的自适应实现。我们还开发了用于选择SAABF方案的分支编号和模型顺序的算法。仿真表明,在具有严重符号间干扰(ISI)和多址干扰(MAI)的情况下,提出的SAABF方案具有收敛速度快,干扰抑制性能低,复杂度低的特点。

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