FPGA implementation of covariance lattice LPC method using burg algorithm

Dongpeng Song, Shiwei Ren, Jin Zhuo, Hao Yang
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Abstract

Aiming at the defects of classical lattice algorithm of speech signal linear prediction analysis, an improved algorithm for hardware implementation is proposed in this paper. The recursive form and symmetry characteristic is used to transform the formula of intermediate covariance and three mean square errors, which increase the speed of hardware calculation. The improved algorithm is implementation on Virtex5 XC5VLX110T FPGA, with the maximum frequency of 100.220MHz, while the latency is 9.54us and 17195 LUTs are utilized. The functional test shows that the normalized MSE between MATLAB and FPGA is 1.12% and the reflection factors are all smaller than 1, which means the system is stable.
用burg算法在FPGA上实现协方差格LPC法
针对语音信号线性预测分析经典点阵算法的缺陷,提出了一种硬件实现的改进算法。利用递归形式和对称特性对中间协方差和三均方误差公式进行变换,提高了硬件计算的速度。改进后的算法在Virtex5 XC5VLX110T FPGA上实现,最大频率为100.220MHz,延迟为9.54us,使用了17195 lut。功能测试表明,MATLAB与FPGA的归一化MSE为1.12%,反射因子均小于1,系统稳定。
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