Bias of pooled flat-field ratio gain 2026-10-06
For stable positive detector pixel means and uniform detector conversion gain , high-count independent Poisson distribution noise gives . Thus substituting a global mean in the equal-signal formula yields , by the Jensen inequality. Equality holds for uniform means. The flat-field correction pattern cancels from the ratio mean but not from the signal-dependent noise. Local signal bins, or a variance fit after normalization of differences by the square root of their local mean, avoid this leading bias.
Flat-field correction 2026-10-06
Flat-field correction compensates stable multiplicative variations in photodetector response using calibrated illumination. Identically illuminated exposure ratios cancel the stable response in their mean, but their photon shot noise remains signal dependent.
The detector is intended for arcsecond-scale astronomical seeing, rather than the telescope's diffraction limit. A circular aperture of this area has diameter , giving a Rayleigh criterion angle about arcsec at the observing wavelength. One-arcsecond pixels conventionally sample an astronomical seeing profile of roughly two arcseconds across with two samples; a one-arcsecond profile would be undersampled. The pixel scale alone does not determine an exact astronomical seeing width.
Use the supplied surface brightness as radiative flux integrated over the photometric passband: its units contain no inverse hertz. Treat as the representative photon energy, and assume unit throughput and quantum efficiency. A genuinely frequency-specific brightness would require a bandwidth. With angles measured consistently in arcseconds, an annulus has area square arcseconds, soThis is flux per collecting area; collected energy is . There is no extra conversion to steradians when both brightness and angular area use square arcseconds.
For Poisson photon counting, a pixel with expected count has energy and standard deviation . Thus the local four-sigma rule gives , or 16 photons at the boundary. With pixel area ,Consequently arcsec andIntegrating to the model's outer radius arcsec instead givesThe pixel cut retains 51.6% of this total. It is an imposed isophotal photometry rule, not a fundamental limit: averaging annuli or fitting a justified profile can recover signal below the per-pixel cut.
In practice, sky background photons add shot noise even after subtraction of the mean sky. read noise, dark current, imperfect flat-field correction, throughput calibration and atmospheric extinction also matter. At large radius the dominant uncertainty can be a tiny error in the sky level, scattered light or the wings of the point spread function, rather than source photon statistics. Mask foreground stars and background objects, compare blank-sky regions and dithered exposures, and check profile recovery by inserting artificial extended sources. astronomical seeing and finite pixels convolve the intrinsic profile; model that response when extrapolating the total.
The luminosity convergence of an outer surface-brightness profile follows directly: contributes , hence at large radius for . For either shallow index considered, ever larger annuli dominate: extending the law to infinity gives an unphysical divergent luminosity. Such a law must eventually steepen or truncate. Over a finite range, however, substantial light can lie below a surface-brightness selection threshold and be mistaken for sky. This biases galaxy luminosities, the luminosity function and the inferred diffuse light budget; distant diffuse galaxies become especially incomplete because bolometric cosmological surface-brightness dimming scales as . An assumed finite-aperture total is therefore a model-dependent quantity.
Past exam of the mathematics course of the University of Cambridge 2017 iii Paper 338 3 c ii Solution Created 2026-10-03 Updated 2026-10-06
A stable multiplicative sensitivity factor at detector pixel changes both means to . The noise-free ratio is still one, so flat-field correction is not required merely to remove that fixed pattern from the mean ratio. This is the principal advantage of using two matched flats rather than the variance of a single image.
However, the photon shot noise is not cancelled. At high counts the conditional ratio variance is . Pooling detector pixels gives , where brackets denote a spatial average. If the formula uses , it returnsThe inequality follows from the Jensen inequality for on positive signals. For small fractional response variation, the relative bias is approximately minus its squared coefficient of variation. A locally nearly uniform region or a fit using detector pixel-dependent variances avoids this bias from mixing the harmonic mean with the arithmetic mean. Stable response cancellation also presumes the conversion gain itself is uniform; gain variations, offset errors or changing sensitivity do not obey that simple cancellation. The fixed response pattern cancels in the ratio mean; unequal shot-noise levels can still bias a globally pooled gain estimate.
