Addendum to Chemometrics in Spectroscopy - Corrections to Analysis of Noise: Part II - Spectroscopy
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Addendum to Chemometrics in Spectroscopy
Corrections to Analysis of Noise: Part II


Spectroscopy



Jerome Workman, Jr.
Here we pick up from where we left off. Figure 1a shows what happens to the noise level, for the same condition of constant "sample transmittance" as a function of signal-to-noise ratio (S/N), for different values of sample transmittance. In the "low noise" regime, the noise has the behavior we have derived for it. However, the effect of the exaggeration of the random variations very quickly takes over, and in the "high noise" regime there is virtually no difference in the noise behavior at different values of transmittance because that is now dominated by the divergence of the integrals involved.


Howard Mark
A verification of the effects seen in Figure 1 is presented in Figure 2, in which we present a graph showing the transmittance noise as a function of the sample transmittance (Es/Er). Except for the occasional spike, when S/N is 5 and even when it is only 4.5, the transmittance noise varies essentially, as we saw in working out the exact solution for transmittance noise in the low-noise case. Naturally, the underlying transmittance noise value is higher when the reference S/N is lower. When S/N decreases to 4, "spikes" happen frequently enough that it becomes almost impossible to tell where the "underlying" transmittance noise level is, because the computed values are again dominated by the divergent integrals.

Absorbance Noise in the "High Noise" Regime

Just as equation 5, which led to equation 76a, was the starting point for investigating the behavior of transmittance noise in the high noise regime, so too is equation 24 the starting point for investigating the behavior of absorbance noise in the high noise regime. While we presented equation 24 previously, in the original analysis, we did not follow through to investigate its behavior, because we went directly to the analysis of the behavior of Var (ΔA/A), instead. Therefore, we present equation 24 again and take this opportunity to investigate it:













Figure 1: (a) Transmittance noise as a function of reference S/N, at various values of sample transmittance. (b) Expansion of Figure 1a.
Again we see that the variance of the absorbance equals (n - 1)/n times the mean value of the summand of equation 80a, and also that we can ignore the premultiplier term (n - 1)/n for large values of n.


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