PHALIN THAKKAR
Which analyzer settings carry more information?
Is the brightest reading always the most informative about an unknown angle?
Note 10 · Research extension
Analytical result · Hypothetical examples are not physical measurements.
For the known intensity model:
If each reading has independent Gaussian noise with the same known standard deviation σ, its local information about φ is:
In that model the strongest sensitivity occurs 45° from the unknown axis. Alignment gives maximum intensity but a zero first derivative.
Four independent settings 0°, 45°, 90° and 135° satisfy:
Their combined local information is 2I0²/σ², independent of φ. The corresponding information bound on the standard deviation of a regular locally unbiased estimate is:
For I0 = 100 and σ = 1 this is approximately 0.4051°.
This is a local bound under a specified model, not a measured uncertainty or a confidence interval. Estimating an unknown background or scale, including angle errors, or using intensity dependent counting noise changes the analysis.