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High-Accuracy FIR Filter Design Using Stochastic Computing

机译:使用随机计算的高精度FIR滤波器设计

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Finite impulse response (FIR) filter is the basic functional component in various signal processing and communication systems. In many practical applications that have stringent requirement on spectrum, long FIR filters are needed to achieve the desired filtering performance. However, because a T-tap FIR filter requires T copies of high-complexity multiplier, the conventional design of long FIR filter consumes a large amount of silicon area and power dissipation. This paper, for the first time, proposes a high-accuracy stochastic computing (SC)-based FIR filter design. By utilizing the simplicity of stochastic arithmetic unit, the proposed stochastic FIR filter achieves significant reduction in hardware complexity as compared to the conventional design. More importantly, this paper proposes a new high-accuracy non-scaled stochastic adder that has significant increase in computation accuracy than the conventional stochastic adder. Built on this new stochastic adder, the proposed stochastic FIR filter achieves much higher accuracy than the existing stochastic FIR filter design, especially for large T cases, thereby unlocking the potentiality for the widespread applications of stochastic FIR filters in practical signal processing systems.
机译:有限脉冲响应(FIR)滤波器是各种信号处理和通信系统中的基本功能组件。在对频谱有严格要求的许多实际应用中,需要长的FIR滤波器才能实现所需的滤波性能。但是,由于T抽头FIR滤波器需要T副本的高复杂度乘法器,因此传统的长FIR滤波器设计会消耗大量的硅面积和功耗。本文首次提出了一种基于高精度随机计算(SC)的FIR滤波器设计。通过利用随机算术单元的简单性,与常规设计相比,所提出的随机FIR滤波器可显着降低硬件的复杂性。更重要的是,本文提出了一种新型的高精度非标度随机加法器,它比传统的随机加法器具有更高的计算精度。在这种新的随机加法器的基础上,所提出的随机FIR滤波器比现有的随机FIR滤波器设计具有更高的精度,特别是对于大T情况,从而释放了随机FIR滤波器在实际信号处理系统中广泛应用的潜力。

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