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DM-47700: Add first draft of crowded field section #7

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4 changes: 4 additions & 0 deletions SITCOMTN-149.tex
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Expand Up @@ -2,8 +2,12 @@
\input{meta}

% Package imports go here.
\usepackage{xspace}

% Local commands go here.
\newcommand{\ComCam}{ComCam\xspace}
\setlength{\headheight}{62pt} % heed warnings that these values need adjusting
\addtolength{\topmargin}{-7pt}

%If you want glossaries
%\input{aglossary.tex}
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13 changes: 13 additions & 0 deletions acronyms.tex
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\textbf{Acronym} & \textbf{Description} \\\hline

2D & Two-dimensional \\\hline
3D & Three-dimensional \\\hline
ADU & Analogue-to-Digital Unit \\\hline
AI & Artificial Intelligence \\\hline
AOS & Active Optics System \\\hline
CBP & Collimated Beam Projector \\\hline
CCD & Charge-Coupled Device \\\hline
CNN & Convolutional Neural Network \\\hline
COSMOS & Cosmic Evolution Survey \\\hline
DC2 & Data Challenge 2 (DESC) \\\hline
DE & dark energy \\\hline
DECaLS & The Dark Energy Camera Legacy Survey \\\hline
DECam & Dark Energy Camera \\\hline
DES & Dark Energy Survey \\\hline
DESC & Dark Energy Science Collaboration \\\hline
DIA & Difference Image Analysis \\\hline
DIMM & Differential Image Motion Monitor \\\hline
DM & Data Management \\\hline
Expand All @@ -20,8 +25,11 @@
DRP & Data Release Production \\\hline
EDFS & Euclid Deep Field South \\\hline
FGCM & Forward Global Calibration Model \\\hline
FOV & field of view \\\hline
FRACAS & Failure Reporting Analysis and Corrective Action System \\\hline
FWHM & Full Width at Half-Maximum \\\hline
GBDES & Gary Bernstein Dark Energy Survey \\\hline
HIPS & Hierarchical Progressive Survey (IVOA standard) \\\hline
HSC & Hyper Suprime-Cam \\\hline
HST & Hubble Space Telescope \\\hline
ISR & Instrument Signal Removal \\\hline
Expand All @@ -31,6 +39,8 @@
LSB & Low Surface Brightness \\\hline
LSST & Legacy Survey of Space and Time (formerly Large Synoptic Survey Telescope) \\\hline
LUT & Look-Up Table \\\hline
LVV & LSST Verification and Validation \\\hline
M1M3 & Primary Mirror Tertiary Mirror \\\hline
M2 & Secondary Mirror \\\hline
ML & Machine Learning \\\hline
MODTRAN & MODerate resolution TRANsmission model \\\hline
Expand All @@ -44,10 +54,13 @@
SDSS & Sloan Digital Sky Survey \\\hline
SE & System Engineering \\\hline
SED & Spectral Energy Distribution \\\hline
SITCOM & System Integration, Test and Commissioning \\\hline
SLAC & SLAC National Accelerator Laboratory \\\hline
SOAR & Southern Astrophysical Research Telescope \\\hline
SSI & Synthetic Source Injection \\\hline
SSP & Solar System Processing \\\hline
TBC & To Be Confirmed \\\hline
TMA & Telescope Mount Assembly \\\hline
UA & University of Arizona \\\hline
ZTF & Zwicky Transient Facility \\\hline
\end{longtable}
36 changes: 35 additions & 1 deletion crowded_stellar_fields.tex
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\section{Crowded Stellar Fields}
\label{sec:crowded_stellar_fields}
\label{sec:crowded_stellar_fields}

\subsection{Observations taken to date}
Five visits of the globular cluster 47 Tuc were taken during AOS testing:
\begin{itemize}
\item \href{https://usdf-rsp.slac.stanford.edu/rubintv/summit-usdf/comcam/event?key=comcam/2024-11-16/focal_plane_mosaic/000136/comcam_focal_plane_mosaic_2024-11-16_000136.jpg}{2024111600136}
\item \href{https://usdf-rsp.slac.stanford.edu/rubintv/summit-usdf/comcam/event?key=comcam/2024-11-16/focal_plane_mosaic/000139/comcam_focal_plane_mosaic_2024-11-16_000139.jpg}{2024111600139}
\item \href{https://usdf-rsp.slac.stanford.edu/rubintv/summit-usdf/comcam/event?key=comcam/2024-11-16/focal_plane_mosaic/000142/comcam_focal_plane_mosaic_2024-11-16_000142.jpg}{2024111600142}
\item \href{https://usdf-rsp.slac.stanford.edu/rubintv/summit-usdf/comcam/event?key=comcam/2024-11-16/focal_plane_mosaic/000145/comcam_focal_plane_mosaic_2024-11-16_000145.jpg}{2024111600145}
\item \href{https://usdf-rsp.slac.stanford.edu/rubintv/summit-usdf/comcam/event?key=comcam/2024-11-16/focal_plane_mosaic/000148/comcam_focal_plane_mosaic_2024-11-16_000148.jpg}{2024111600148}
\end{itemize}
Links are to focal plane images of each visit.

This field is a good target for testing the crowded field pipeline, though these observations do not have a sufficiently good PSF for analysis. Zoomed in, the PSF of the stars in the cluster are a variety of \href
{https://files.slack.com/files-pri/T02SVMGU4-F082HCQ499P/image.png}{out-of-focus donuts}.

Deblending failed on these images, and we are waiting on new data under better conditions to test deblending and image differencing.

Other fields observed so far have not exceeded \( 25\,000 \) sources per square degree, which is insufficient for testing the crowded field pipelines.

\subsection{Commissioning data needed}
The ideal test data would be observations with densities in the \( 75\,000 - 100\,000 \) sources per square degree range. Several fields have been proposed:
\begin{enumerate}
\item \textbf{Extragalactic Deep Field:} Extended Chandra Deep Field-South @ (ra, dec) = (53.125, -28.1)
\item \textbf{Extragalactic Deep Field:} Euclid Deep Field South @ (ra, dec) = (59.1004, -48.73)
\item \textbf{Ecliptic Field:} Rubin\_SV\_38\_7 @ (ra, dec) = (37.9, 7.0)
\item \textbf{High Stellar Density:} Fornax Dwarf Spheroidal Galaxy @ (ra, dec) = (40.00, -34.45)
\item \textbf{High Stellar Density:} Rubin\_SV\_095\_-25 @ (ra, dec) = (95.0, -25.0)
\end{enumerate}

\subsection{Development work needed}
While difference images can usually rely on having isolated diaSources, we expect to have many blended footprints in sufficiently crowded fields.

We have implemented deblending of blends of purely positive or purely negative peaks (\href{https://rubinobs.atlassian.net/browse/DM-44319}{DM-44319}), but blends of mixed peaks require new development.
This work is ticketed on \href{https://rubinobs.atlassian.net/browse/DM-44416}{DM-44416}, but not yet started or planned.
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