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DM-45247: Add amp offset description paragraph to Instrument Signature Removal section of Science Pipelines paper
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\section{Instrument Signature Removal} | ||
\label{sec:isr} | ||
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\subsection{Amplifier Offset Correction} | ||
\label{sec:isr:ampoffset} | ||
The amplifier offset correction (commonly referred to as amp-offset correction, or pattern continuity correction) runs as part of the instrument signature removal (ISR) process. | ||
This correction is designed to address systematic discontinuities in background sky levels across amplifier boundaries. | ||
We believe that these discontinuities arise from electronic biases between adjacent amplifiers, persisting even after application of dark and flat corrections. | ||
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Drawing on the \texttt{PANSTARRS}' Pattern Continuity algorithm \citep{2020ApJS..251....4W}, our method aims to eliminate these offsets, thereby preventing problems such as background over-/under-subtraction at amplifier boundaries caused by discontinuities across the detector. | ||
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The amp-offset algorithm initially computes a robust flux difference measure between two narrow strips on opposite sides of each amplifier-amplifier interface. | ||
Regions containing detected sources, or pixel data which have been masked for other reasons, are not considered. | ||
These amp-interface differences are stored in an amp-offset matrix; diagonal entries represent the number of neighboring amplifiers, and off-diagonal entries encode information about the associations between amplifiers. | ||
A complementary interface matrix encodes directional information for these associations. | ||
Using this information, a least-squares minimization is performed to determine the optimal pedestal value to be added or subtracted to each amp which would reduce the amp-offset between that amplifier and all of its neighboring amplifiers. | ||
This method is generalized to support 2D amplifier geometries within a detector, as with LSSTCam, incorporating length-based weighting into the matrices to account for amplifiers that are not square. |
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