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Improved Affine Arithmetic-Based Precision Analysis for Polynomial Function Evaluation

机译:改进的基于仿射算术的精度分析,用于多项式函数评估

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摘要

Word-length allocation is the most important design phase to optimize hardware resources while guaranteeing a determined accuracy for circuits with fixed-point numbers. This paper presents an enhanced precision analysis for degree-n polynomial Horner's rule. It is based on affine arithmetic and introduces an error propagating formula for a degree-n polynomial Horner's rule. It takes into account quantization error of all the circuit's connections including the inputs. Furthermore, a tighter upper bound error is defined, exploiting the dependencies between intermediate connections. Hardware implementations show that the proposed upper bound results in an area reduction that reaches 70 percent.
机译:字长分配是最重要的设计阶段,它可以优化硬件资源,同时确保定点数电路的确定精度。本文为n次多项式霍纳法则提供了增强的精度分析。它基于仿射算法,并引入了n次多项式霍纳法则的误差传播公式。它考虑了包括输入在内的所有电路连接的量化误差。此外,利用中间连接之间的依赖性,定义了更严格的上限错误。硬件实现显示,建议的上限导致面积减少达70%。

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