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Determining appropriate precisions for signals in fixed-point IIR filters

机译:确定定点IIR滤波器中信号的适当精度

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This paper presents an analytical framework for the implementation of digital infinite impulse response filters in fixed-point hardware on field programmable gate arrays. This analysis is necessary because FPGAs, unlike fixed register size digital signal processors, allow custom bit widths. Within the framework, the designer determines the number of bits necessary for representing the constant coefficients and the internal signals in the filter. The coefficient bit widths are determined by accounting for the sensitivity of the filter's pole and zero locations with respect to the coefficient perturbations. The internal signal bit widths are determined by calculating theoretical bounds on the ranges of the signals, and on the errors introduced by truncation in the fixed-point hardware. The bounds tell how many bits are required at any point in the computation in order to avoid overflow and guarantee a prescribed degree of accuracy in the filter output. The bounds form the basis for a methodology for the fixed-point digital filter implementation. The methodology is applied to the implementation of a second-order filter used as a compensator in a magnetic bearing control system.
机译:本文提出了一个分析框架,用于在现场可编程门阵列上的定点硬件中实现数字无限脉冲响应滤波器。这种分析是必要的,因为与固定寄存器大小的数字信号处理器不同,FPGA允许自定义位宽。在该框架内,设计人员确定表示滤波器中恒定系数和内部信号所需的位数。通过考虑滤波器极点的灵敏度和零位相对于系数摄动的灵敏度来确定系数位的宽度。内部信号的位宽是通过计算信号范围和定点硬件中由于截断而引入的误差的理论界限来确定的。范围告诉您在计算中的任何一点需要多少位,以避免溢出并保证滤波器输出达到规定的精确度。边界构成了定点数字滤波器实现方法论的基础。该方法应用于在电磁轴承控制系统中用作补偿器的二阶滤波器的实现。

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