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Design of Approximate Complex Constant Multiplier for Fast Fourier Transform in 28nm CMOS

机译:28nm CMOS中快速傅里叶变换近似复杂常数倍增器的设计

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Mel Frequency Cepstrum Coefficients (MFCC) has been widely applied in voice interaction for feature extraction, where Fast Fourier Transform (FFT) takes up massive power consumption and area in the hardware. In the low-power serial FFT circuit, complex multiplication is used between process data and twiddle factors. To reduce the hardware cost of the complex multiplication, an approximate complex constant multiplier (ACCM) is proposed to replace the twiddle factor multiplication (TFM) module of the original FFT, which utilizes symmetry mapping relation of twiddle factor to decrease the number of constants of twiddle factor (TF). Meanwhile, approximate processing algorithm is used to increase the common part between fixed constants. Applied on a 128-point 16bit serial FFT in TSMC 28nm CMOS, our method reduces the area of TFM module by 27.4% according to the DC synthesis result at TT 25°C. It has no influence on the MFCC output feature, thus providing an effective and low-overhead method to optimize FFT/MFCC.
机译:MEL频率谱系数(MFCC)已广泛应用于特征提取的语音交互,其中快速傅里叶变换(FFT)占用了硬件中的大量功耗和区域。在低功耗串行FFT电路中,在过程数据和旋转因子之间使用复乘法。为了降低复杂乘法的硬件成本,提出了一种近似复杂的常数乘法器(ACCM)来替换原始FFT的拖动因子乘法(TFM)模块,其利用旋转因子的对称映射关系来减少常量的数量旋转因子(TF)。同时,近似处理算法用于增加固定常数之间的公共部分。在TSMC 28NM CMOS中的128点16位串行FFT上应用,我们的方法根据TT 25°C的DC合成结果将TFM模块的面积减少27.4%。它对MFCC输出功能没有影响,从而提供有效和低开销方法来优化FFT / MFCC。

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