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5.8 Coefficient Sensitivity                                          215

        where AW is the loss due the round-off noise. The required data word lengths for
        the two scaling strategies are 22 (21.93) and 20 (19.73) bits, respectively.




        5.8 COEFFICIENT SENSITIVITY

        In analog systems, sensitivity to element errors caused by unavoidable inaccura-
        cies resulting from manufacturing tolerances, temperature variations, and aging
        is of major concern. These particular aspects are essentially irrelevant in digital
        signal processing. In fact, independence of element variation is the single most
        important reason for the success of digital signal processing. Sensitivity to coeffi-
        cient variations nevertheless plays an important role in determining the cost of
        digital filters.
            The frequency response is directly influenced by the accuracy of the coeffi-
        cients. Although coefficient word length can in principle be chosen arbitrarily
        large, it is important to use a minimum word length since it has a major impact on
        the amount of hardware resources, maximal speed, and power consumption
        required.
            The effect of coefficient errors on fre-
        quency response can be treated separately
        from the influence of round-off noise. To ana-
        lyze the influence of finite coefficient word
        length effects on frequency response, many
        different measures have been used. The deriv-
        ative of the transfer function H(z) with
        respect to a coefficient in a filter structure has  Figure 5.22 LSI network
        both practical and theoretical significance. We
        will therefore derive an important expression
        for the derivative.
            Consider the LSI network shown in Fig. 5.22 which is described by







            From these equations we get the transfer function




            The transfer function from the input to the multiplier is




        and the transfer function from the output of the multiplier to the output of the
        network is:
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