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Conjugate gradient based multichannel decision feedback equalization for digital television

机译:基于共轭梯度的数码电视的多声道判决反馈均衡

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In this paper, we examine the performance of a multichannel Decision Feedback Equalizer (DFE) employing Conjugate Gradients (CG) based adaptive filtering in the context of Digital Television based on the 8-VS B standard. The 8VSB modulation scheme employs real-valued 8-PAM symbols but complex root-raised cosine (spectral) pulse shaping for bandwidth efficiency. Thus, even in the case of a single receive antenna, two virtual channels may be realized via the real and imaginary parts of the received signal. A dual virtual channel minimum mean-square error (MMSE) DFE is derived. Given multiple channels, the high symbol rate of 8-VSB based TV, 10.76 MHz, and the rather large delay spreads one has to contend with in the UHF and VHF bands, the composite DFE weight lies in a space of high dimensionality. We thus implement the MMSE-DFE adaptively using the conjugate gradient (CG) algorithm since it has been shown to effect reduced-rank adaptive filtering, for improved performance with insufficient training, and is also amenable to "smart" initialization.
机译:在本文中,我们基于8-VS B标准,研究了在数字电视上下文中采用基于共轭梯度(CG)的自适应滤波的多声道判定反馈均衡器(DFE)的性能。 8VSB调制方案采用实值的8-PAM符号,但复杂的根凸起余弦(光谱)脉冲整形,用于带宽效率。因此,即使在单个接收天线的情况下,也可以通过接收信号的实际和虚部来实现两个虚拟通道。派生双虚拟信道最小均方错误(MMSE)DFE。给定多个通道,基于8-VSB的电视,10.76MHz和相当大的延迟扩散的高符号率必须与UHF和VHF带相当抗衡,复合DFE重量位于高维度的空间。因此,我们使用缀合物梯度(CG)算法自适应地实现MMSE-DFE,因为已经显示出减少秩自适应滤波,以改善训练不足的性能,并且还可以适用于“智能”初始化。

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