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Finite-precision error analysis of a QR-decomposition-based lattice predictor

机译:基于QR分解的晶格预测因子的有限精度误差分析

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Abstract: In this paper we analyze the finite precision properties of the QRD-based adaptive lattice filter used as a linear one-step predictor implemented using fixed-point arithmetic. We present equations for the steady-state mean-squared values of the accumulated numerical errors in the computations of the algorithm. We also present experimental verification of these equations. The predicted and experimental results show close agreement when the weighting factor is low and a moderately large number of bits is used for the fractional part; however, the analysis breaks down as the weighting factor approaches unity and as the number of bits for the fractional part is reduced. !13
机译:摘要:在本文中,我们分析了基于QRD的自适应点阵滤波器的有限精度特性,该滤波器用作使用定点算法实现的线性一步预测器。我们在算法的计算中给出了累积的数值误差的稳态均方值的方程式。我们还提出了对这些方程式的实验验证。预测和实验结果表明,当加权因子较低且小数部分使用中等数量的比特时,一致性非常好;但是,随着权重因子趋于统一以及小数部分的位数减少,分析就破裂了。 !13

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