Harmonic scheduling of linear recurrences for digital filter design

Haigeng Wang, N. Dutt, A. Nicolau
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引用次数: 6

Abstract

Linear difference equations involving recurrences are fundamental equations that describe many important signal processing applications. For many high sample rate digital filter applications, it is necessary to effectively parallelize the linear difference equations used to describe digital filters. This is difficult because of the recurrences inherent in the data dependences. The authors present a novel approach, harmonic scheduling, that exploits parallelism in these recurrences beyond loop-carried dependencies, and which generates optimal schedules for parallel evaluation of linear difference equations with resource constraints. This approach also enables the derivation of a parallel schedule with minimum control overhead, given an execution time with resource constraints. A harmonic scheduling algorithm is presented to generate optimal schedules for digital filters described by second-order difference equations with resource constraints.<>
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用于数字滤波器设计的线性递归谐波调度
涉及递归的线性差分方程是描述许多重要信号处理应用的基本方程。对于许多高采样率数字滤波器应用,有必要有效地并行化用于描述数字滤波器的线性差分方程。这很困难,因为数据依赖关系中固有的递归性。作者提出了一种新的方法,调和调度,利用这些递归的并行性超越了环携带的依赖,并产生最优调度的并行评估线性差分方程的资源约束。此方法还支持在给定具有资源约束的执行时间时,以最小的控制开销派生并行调度。提出了一种谐波调度算法,用于生成具有资源约束的二阶差分方程所描述的数字滤波器的最优调度。
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