On complexity reduction of FIR digital filters using constrained least squares solution

K. Muhammad, K. Roy
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引用次数: 5

Abstract

We apply constrained least squares solution (CLS) to the problem of reducing the number of operations in FIR digital filters with a motivation of reducing its power consumption. The constraints are defined by the maximum allowable add/subtract operations in forming the products which are used in computing the output. We show that truncation and rounding of coefficients can be viewed as power constrained least squares (PCLS) solutions. Further, we show that in dedicated DSP processor based architectures it is possible to reduce power by using PCLS coefficients along with appropriately modified multipliers. It is also shown that the Booth multiplier effectively reduces the complexity of such filters, thereby increasing power savings. Finally, we show that typically 80% to 45% reduction in number of operations can be obtained for systems employing uncoded and Booth recoded multipliers, respectively.
用约束最小二乘方法降低FIR数字滤波器的复杂度
我们将约束最小二乘解(CLS)应用于FIR数字滤波器中减少运算次数的问题,其动机是降低其功耗。约束由形成用于计算输出的乘积时允许的最大加减操作来定义。我们证明截断和四舍五入的系数可以看作是幂约束的最小二乘(PCLS)解决方案。此外,我们表明,在专用的基于DSP处理器的架构中,可以通过使用PCLS系数以及适当修改的乘法器来降低功耗。还表明,布斯乘法器有效地降低了此类滤波器的复杂性,从而增加了功耗节约。最后,我们表明,对于采用非编码和布斯编码乘法器的系统,通常可以分别获得80%到45%的操作次数减少。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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