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On improving the algorithmic robustness of a low-power FIR filter

机译:关于提高低功率FIR滤波器的算法鲁棒性

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Voltage scaling is a promising approach to reduce the power consumption in signal processing circuits. However aggressive voltage scaling can introduce errors in the output signal, thus degrading the algorithmic performance of the circuit. We consider the specific case of the finite impulse response (FIR) filter, and identify two different sources of errors occurring due to voltage scaling: (a) errors introduced because of increased delay along the logic path and (b) errors caused by failures in the memory due to process variations. We design a FIR filter by using a simple feedback based approach to reduce the memory errors and a linear predictor structure for correcting the logic errors. The proposed filter is more robust to both logic and memory errors caused by voltage scaling. The results show a considerable improvement in the output Signal to Noise ratio (at least around 10 dB) for a probability of error (Perr) even as high as 0.5. We also utilize the proposed technique for an image filtering application and observe a considerable improvement in the visual quality of the output image along with an improvement of over 10 dB in the Peak Signal to Noise ratio for Perr as high as 0.5.
机译:电压缩放是减少信号处理电路功耗的一种有前途的方法。然而,激进的电压缩放会在输出信号中引入误差,从而降低电路的算法性能。我们考虑了有限脉冲响应(FIR)滤波器的具体情况,并确定了由于电压定标而导致的两种不同的误差源:(a)由于沿逻辑路径的延迟增加而引入的误差,以及(b)由故障引起的误差。由于过程差异而导致的内存不足。我们使用基于反馈的简单方法来设计FIR滤波器,以减少存储器错误,并使用线性预测器结构来校正逻辑错误。所提出的滤波器对于由电压定标引起的逻辑和存储器错误均更加鲁棒。结果表明,即使有高达0.5的误差概率,输出信噪比(至少约10 dB)也有显着提高。我们还将提出的技术用于图像过滤应用,并观察到输出图像的视觉质量有了显着改善,并且P err 的峰值信噪比提高了10 dB以上,高达0.5。

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