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Roundoff Noise Analysis of Signals Represented Using Signed Power-of-Two Terms

机译:使用有符号二乘幂表示的信号的舍入噪声分析

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It is a well-known fact that the multiplication of a number by an integer power-of-two is a very simple process in binary arithmetic. Hence, digital filters whose coefficient values are integer power-of-two are essentially multiplierless. The design of digital filters with power-of-two coefficient values require time-consuming optimization process and may not always be possible in some applications such as in adaptive filtering. Since hardware circuitry for real-time conversion of a binary integer into a sum of a limited number of signed power-of-two (SPT) terms is available, if the signal is expressed in SPT terms, i.e., in digit code, the filter is also multiplierless even though the coefficient values are not SPT. When each signal data is rounded to a limited number of SPT terms, a roundoff noise representing the roundoff error is introduced. In the SPT space, the quantization step size is nonuniform and so the roundoff noise characteristic is different from that produced when the quantization step size is uniform. This paper presents an analysis for the roundoff noise of signal represented using a limited number of SPT terms. The result is useful for determining the number of SPT terms required to represent a signal subject to a given roundoff noise.
机译:一个众所周知的事实是,将数字乘以整数的2的幂是二进制算术中非常简单的过程。因此,系数值为二的整数幂的数字滤波器基本上是无乘数的。具有2的幂的系数值的数字滤波器的设计需要耗时的优化过程,在某些应用(例如自适应滤波)中可能并不总是可能的。由于可以使用硬件电路将二进制整数实时转换为有限数量的有符号二乘幂(SPT)项之和,因此如果信号以SPT项(即数字代码)表示,则滤波器即使系数值不是SPT,它也不会乘数。当将每个信号数据舍入为有限数量的SPT项时,会引入表示舍入误差的舍入噪声。在SPT空间中,量化步长不均匀,因此舍入噪声特性不同于量化步长均匀时产生的噪声。本文对使用有限数量的SPT项表示的信号的舍入噪声进行了分析。该结果对于确定代表经受给定舍入噪声的信号所需的SPT项的数量很有用。

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