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ATM: Approximate Toom-Cook Multiplication for Speech Processing Applications

机译:ATM:语音处理应用程序的近似Toom-Cook乘法

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Approximate Computing has paved way for elaborate savings in design area and latency of modern system architectures processing images or signals, by a deliberate yet tolerable loss of functional accuracy. This paper thus proposes a design of an approximate multiplier based on the efficient Toom-Cook algorithm, that has a lower complexity of O(Nlogd(zd−1)) than O(N2), for order d. Inherent integer divisions in the algorithm has restricted its feasibility in hardware, unless without suitable approximation. On an average, the proposed multiplier achieves 53%, 18% and 57% improvements in area, delay and power only with less than 1% mean error. Owing to these benefits due to lower computational complexity, the multiplier can be configured to achieve significant savings with a high quality output and that suits well to the nature of the speech processing systems, hence the design works well for the epoch extraction system in speech.
机译:近似计算已为故意节省功能公差而在现代设计中处理图像或信号的系统体系结构节省了设计面积和等待时间,从而节省了铺平道路。因此,本文提出了一种基于高效Toom-Cook算法的近似乘法器设计,该算法具有较低的O(N logd(zd-1)< / sup> )比O(N 2 ),用于订单d。除非没有适当的近似值,否则算法中的固有整数除法限制了其在硬件中的可行性。平均而言,拟议的乘法器在面积,延迟和功耗方面仅实现了53%,18%和57%的改进,平均误差不到1%。由于较低的计算复杂度而带来的这些好处,乘法器可以配置为以高质量输出实现显着的节省,并且非常适合语音处理系统的性质,因此该设计适用于语音中的历元提取系统。

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