Photometry, Centroid and Point-spread Function Measurements in the LSST Camera Focal Plane Using Artificial Stars
Abstract
The Vera C. Rubin Observatory's LSST Camera (LSSTCam) pixel response has been characterized using laboratory measurements with a grid of artificial stars. We quantify the contributions to photometry, centroid, point-spread function size, and shape measurement errors due to small anomalies in the LSSTCam CCDs. The main sources of those anomalies are quantum efficiency variations and pixel area variations induced by the amplifier segmentation boundaries and "tree-rings"—circular variations in silicon doping concentration. This laboratory study using artificial stars projected on the sensors shows overall small effects. The residual effects on point-spread function (PSF) size and shape are below 0.1%, meeting the ten-year LSST survey science requirements. However, the CCD mid-line presents distortions that can have a moderate impact on PSF measurements. This feature can be avoided by masking the affected regions. Effects of tree-rings are observed on centroids and PSFs of the artificial stars and the nature of the effect is confirmed by a study of the flat-field response. Nevertheless, further studies of the full-focal plane with stellar data should more completely probe variations and might reveal new features, e.g., wavelength-dependent effects. The results of this study can be used as a guide for the on-sky operation of LSSTCam.
- Authors:
-
- University of Michigan, Ann Arbor, MI (United States)
- Stanford University, CA (United States). Kavli Institute for Particle Astrophysics & Cosmology; SLAC National Accelerator Laboratory (SLAC), Menlo Park, CA (United States)
- University of California, Davis, CA (United States)
- University of California, Irvine, CA (United States)
- Stanford University, CA (United States). Kavli Institute for Particle Astrophysics & Cosmology
- SLAC National Accelerator Laboratory (SLAC), Menlo Park, CA (United States)
- Princeton University, NJ (United States)
- Publication Date:
- Research Org.:
- SLAC National Accelerator Laboratory (SLAC), Menlo Park, CA (United States)
- Sponsoring Org.:
- USDOE Office of Science (SC), High Energy Physics (HEP); National Science Foundation (NSF)
- OSTI Identifier:
- 2204512
- Grant/Contract Number:
- AC02-76SF00515; SC0019193; AST-1258333; AST-1202910
- Resource Type:
- Accepted Manuscript
- Journal Name:
- Publications of the Astronomical Society of the Pacific
- Additional Journal Information:
- Journal Volume: 135; Journal Issue: 1053; Journal ID: ISSN 0004-6280
- Publisher:
- Astronomical Society of the Pacific (ASP)
- Country of Publication:
- United States
- Language:
- English
- Subject:
- 79 ASTRONOMY AND ASTROPHYSICS; CCD; LSST camera; Rubin Observatory; Legacy Survey of Space and Time; LSST
Citation Formats
Esteves, Johnny H., Utsumi, Yousuke, Snyder, Adam, Schutt, Theo, Broughton, Alex, Trbalic, Bahrudin, Mau, Sidney, Rasmussen, Andrew, Plazas Malagón, Andrés A., Bradshaw, Andrew, Marshall, Stuart, Digel, Seth, Chiang, James, Rykoff, Eli, Waters, Chris, Soares-Santos, Marcelle, and Roodman, Aaron. Photometry, Centroid and Point-spread Function Measurements in the LSST Camera Focal Plane Using Artificial Stars. United States: N. p., 2023.
Web. doi:10.1088/1538-3873/ad0a73.
Esteves, Johnny H., Utsumi, Yousuke, Snyder, Adam, Schutt, Theo, Broughton, Alex, Trbalic, Bahrudin, Mau, Sidney, Rasmussen, Andrew, Plazas Malagón, Andrés A., Bradshaw, Andrew, Marshall, Stuart, Digel, Seth, Chiang, James, Rykoff, Eli, Waters, Chris, Soares-Santos, Marcelle, & Roodman, Aaron. Photometry, Centroid and Point-spread Function Measurements in the LSST Camera Focal Plane Using Artificial Stars. United States. https://doi.org/10.1088/1538-3873/ad0a73
Esteves, Johnny H., Utsumi, Yousuke, Snyder, Adam, Schutt, Theo, Broughton, Alex, Trbalic, Bahrudin, Mau, Sidney, Rasmussen, Andrew, Plazas Malagón, Andrés A., Bradshaw, Andrew, Marshall, Stuart, Digel, Seth, Chiang, James, Rykoff, Eli, Waters, Chris, Soares-Santos, Marcelle, and Roodman, Aaron. Fri .
"Photometry, Centroid and Point-spread Function Measurements in the LSST Camera Focal Plane Using Artificial Stars". United States. https://doi.org/10.1088/1538-3873/ad0a73. https://www.osti.gov/servlets/purl/2204512.
@article{osti_2204512,
title = {Photometry, Centroid and Point-spread Function Measurements in the LSST Camera Focal Plane Using Artificial Stars},
author = {Esteves, Johnny H. and Utsumi, Yousuke and Snyder, Adam and Schutt, Theo and Broughton, Alex and Trbalic, Bahrudin and Mau, Sidney and Rasmussen, Andrew and Plazas Malagón, Andrés A. and Bradshaw, Andrew and Marshall, Stuart and Digel, Seth and Chiang, James and Rykoff, Eli and Waters, Chris and Soares-Santos, Marcelle and Roodman, Aaron},
abstractNote = {The Vera C. Rubin Observatory's LSST Camera (LSSTCam) pixel response has been characterized using laboratory measurements with a grid of artificial stars. We quantify the contributions to photometry, centroid, point-spread function size, and shape measurement errors due to small anomalies in the LSSTCam CCDs. The main sources of those anomalies are quantum efficiency variations and pixel area variations induced by the amplifier segmentation boundaries and "tree-rings"—circular variations in silicon doping concentration. This laboratory study using artificial stars projected on the sensors shows overall small effects. The residual effects on point-spread function (PSF) size and shape are below 0.1%, meeting the ten-year LSST survey science requirements. However, the CCD mid-line presents distortions that can have a moderate impact on PSF measurements. This feature can be avoided by masking the affected regions. Effects of tree-rings are observed on centroids and PSFs of the artificial stars and the nature of the effect is confirmed by a study of the flat-field response. Nevertheless, further studies of the full-focal plane with stellar data should more completely probe variations and might reveal new features, e.g., wavelength-dependent effects. The results of this study can be used as a guide for the on-sky operation of LSSTCam.},
doi = {10.1088/1538-3873/ad0a73},
journal = {Publications of the Astronomical Society of the Pacific},
number = 1053,
volume = 135,
place = {United States},
year = {Fri Dec 01 00:00:00 EST 2023},
month = {Fri Dec 01 00:00:00 EST 2023}
}
Works referenced in this record:
The LSST camera corner raft conceptual design: a front-end for guiding and wavefront sensing
conference, July 2010
- Arndt, Kirk; Riot, Vincent; Alagoz, Enver
- SPIE Proceedings
An introduction to some imperfections of CCD sensors
journal, May 2015
- Astier, P.
- Journal of Instrumentation, Vol. 10, Issue 05
Surface features in U-band of ITL devices for the LSST telescope
conference, December 2020
- Bajat, Armelle; Christov, Asen; Karpov, Sergey
- X-Ray, Optical, and Infrared Detectors for Astronomy IX
Precision laser annealing of silicon devices for enhanced electro-optic performance
conference, March 2014
- Bender, Daniel A.; DeRose, Christopher T.; Starbuck, Andrew
- SPIE Proceedings
Photometric Characterization of the Dark Energy Camera
journal, April 2018
- Bernstein, G. M.; Abbott, T. M. C.; Armstrong, R.
- Publications of the Astronomical Society of the Pacific, Vol. 130, Issue 987
Instrumental Response Model and Detrending for the Dark Energy Camera
journal, September 2017
- Bernstein, G. M.; Abbott, T. M. C.; Desai, S.
- Publications of the Astronomical Society of the Pacific, Vol. 129, Issue 981
Astrometric Calibration and Performance of the Dark Energy Camera
journal, May 2017
- Bernstein, G. M.; Armstrong, R.; Plazas, A. A.
- Publications of the Astronomical Society of the Pacific, Vol. 129, Issue 977
Shapes and Shears, Stars and Smears: Optimal Measurements for Weak Lensing
journal, February 2002
- Bernstein, G. M.; Jarvis, M.
- The Astronomical Journal, Vol. 123, Issue 2
The Hyper Suprime-Cam software pipeline
journal, October 2017
- Bosch, James; Armstrong, Robert; Bickerton, Steven
- Publications of the Astronomical Society of Japan, Vol. 70, Issue SP1
Characterization of LSST CCDs using realistic images, before first light
conference, July 2018
- Bradshaw, Andrew; Lage, Craig S.; Tyson, Anthony J.
- High Energy, Optical, and Infrared Detectors for Astronomy VIII
CCD soft-X-ray detectors with improved high- and low-energy performance
journal, October 2004
- Burke, B. E.; Gr, J. A.; Loomis, A. H.
- IEEE Transactions on Nuclear Science, Vol. 51, Issue 5
Electro-optical testing of fully depleted CCD image sensors for the Large Synoptic Survey Telescope camera
conference, August 2014
- Doherty, Peter E.; Antilogus, Pierre; Astier, Pierre
- SPIE Proceedings
The dark Energy Camera
journal, October 2015
- Flaugher, B.; Diehl, H. T.; Honscheid, K.
- The Astronomical Journal, Vol. 150, Issue 5
Characterization and correction of charge-induced pixel shifts in DECam
journal, May 2015
- Gruen, D.; Bernstein, G. M.; Jarvis, M.
- Journal of Instrumentation, Vol. 10, Issue 05
Fringing Analysis and Simulation for the Vera C. Rubin Observatory’s Legacy Survey of Space and Time
journal, March 2023
- Guo, Zhiyuan; Walter, C. W.; Lage, Craig
- Publications of the Astronomical Society of the Pacific, Vol. 135, Issue 1045
Shear calibration biases in weak-lensing surveys
journal, August 2003
- Hirata, Christopher; Seljak, Uroš
- Monthly Notices of the Royal Astronomical Society, Vol. 343, Issue 2
Physics of fully depleted CCDs
journal, March 2014
- Holland, S. E.; Bebek, C. J.; Kolbe, W. F.
- Journal of Instrumentation, Vol. 9, Issue 03
Fully depleted, back-illuminated charge-coupled devices fabricated on high-resistivity silicon
journal, January 2003
- Holland, S. E.; Groom, D. E.; Palaio, N. P.
- IEEE Transactions on Electron Devices, Vol. 50, Issue 1
Device Design for a 12.3-Megapixel, Fully Depleted, Back-Illuminated, High-Voltage Compatible Charge-Coupled Device
journal, November 2009
- Holland, Stephen E.; Kolbe, William F.; Bebek, Christopher J.
- IEEE Transactions on Electron Devices, Vol. 56, Issue 11
Dark Energy Survey year 3 results: point spread function modelling
journal, November 2020
- Jarvis, M.; Bernstein, G. M.; Amon, A.
- Monthly Notices of the Royal Astronomical Society, Vol. 501, Issue 1
Driving a CCD with two ASICs: CABAC and ASPIC
conference, July 2014
- Juramy, Claire; Antilogus, Pierre; Bailly, Philippe
- SPIE Proceedings
LSST: From Science Drivers to Reference Design and Anticipated Data Products
journal, March 2019
- Ivezić, Željko; Kahn, Steven M.; Tyson, J. Anthony
- The Astrophysical Journal, Vol. 873, Issue 2
A Method for Weak Lensing Observations
journal, August 1995
- Kaiser, Nick; Squires, Gordon; Broadhurst, Tom
- The Astrophysical Journal, Vol. 449
A few phenomena on the fully depleted CCDs at the engineering observation of Hyper Suprime-Cam
conference, July 2014
- Kamata, Yukiko; Nakaya, Hidehiko; Kawanomoto, Satoshi
- SPIE Proceedings
Shear Measurement Bias Due to Spatially Varying Spectral Energy Distributions in Galaxies
journal, December 2019
- Kamath, Sowmya; Meyers, Joshua E.; Burchat, Patricia R.
- The Astrophysical Journal, Vol. 888, Issue 1
Characterization and acceptance testing of fully depleted thick CCDs for the large synoptic survey telescope
conference, August 2016
- Kotov, Ivan V.; Haupt, Justine; O'Connor, Paul
- SPIE Proceedings
Measurements and simulations of the brighter-fatter effect in CCD sensors
journal, March 2017
- Lage, C.; Bradshaw, A.; Tyson, J. A.
- Journal of Instrumentation, Vol. 12, Issue 03
Results from STA/ITL fully depleted CCDs for LSST
journal, March 2017
- Lesser, M.; Ouellette, D.
- Journal of Instrumentation, Vol. 12, Issue 03
Charge Diffusion Variations in Pan-STARRS1 CCDs
journal, April 2018
- Magnier, Eugene A.; Tonry, J. L.; Finkbeiner, D.
- Publications of the Astronomical Society of the Pacific, Vol. 130, Issue 988
Instrumental systematics and weak gravitational lensing
journal, May 2015
- Mandelbaum, R.
- Journal of Instrumentation, Vol. 10, Issue 05
Systematic errors in weak lensing: application to SDSS galaxy-galaxy weak lensing
journal, August 2005
- Mandelbaum, R.; Hirata, C. M.; Seljak, U.
- Monthly Notices of the Royal Astronomical Society, Vol. 361, Issue 4
Chromatic CCD effects on weak lensing measurements for LSST
journal, June 2015
- Meyers, J. E.; Burchat, P. R.
- Journal of Instrumentation, Vol. 10, Issue 06
Hyper Suprime-Cam: System design and verification of image quality
journal, September 2017
- Miyazaki, Satoshi; Komiyama, Yutaka; Kawanomoto, Satoshi
- Publications of the Astronomical Society of Japan, Vol. 70, Issue SP1
LSST camera bench for optical testing: design, assembly, and preliminary testing
conference, July 2018
- Newbry, Scott P.; Lange, Travis; Roodman, Aaron
- Ground-based and Airborne Instrumentation for Astronomy VII
Integrated system tests of the LSST raft tower modules
conference, August 2016
- O'Connor, P.; Antilogus, P.; Doherty, P.
- SPIE Astronomical Telescopes + Instrumentation, SPIE Proceedings
Spurious shear induced by the tree rings of the LSST CCDs
journal, August 2015
- Okura, Y.; Plazas, A. A.; May, M.
- Journal of Instrumentation, Vol. 10, Issue 08
Tree rings in Large Synoptic Survey Telescope production sensors: its dependence on radius, wavelength, and back bias voltage
journal, January 2020
- Park, Hye Yun; Karpov, Sergey; Nomerotski, Andrei
- Journal of Astronomical Telescopes, Instruments, and Systems, Vol. 6, Issue 01
Transverse electric fields' effects in the Dark Energy Camera CCDs
journal, April 2014
- Plazas, A. A.; Bernstein, G. M.; Sheldon, E. S.
- Journal of Instrumentation, Vol. 9, Issue 04
On-Sky Measurements of the Transverse Electric Fields’ Effects in the Dark Energy Camera CCDs
journal, July 2014
- Plazas, A. A.; Bernstein, G. M.; Sheldon, E. S.
- Publications of the Astronomical Society of the Pacific
LSST sensor requirements and characterization of the prototype LSST CCDs
journal, March 2009
- Radeka, V.; Frank, J.; Geary, J. C.
- Journal of Instrumentation, Vol. 4, Issue 03
Integration and verification testing of the LSST camera
conference, July 2018
- Bond, Tim; Reil, Kevin; Rasmussen, Andrew
- Modeling, Systems Engineering, and Project Management for Astronomy VIII
Optimization of CCD operating voltages for the LSST camera
conference, July 2018
- Roodman, Aaron J.; Snyder, Adam; Gilmore, Kirk
- High Energy, Optical, and Infrared Detectors for Astronomy VIII
Characterization and correction of serial deferred charge in LSST camera ITL CCDs
journal, October 2021
- Snyder, Adam; Longley, Emily; Lage, Craig
- Journal of Astronomical Telescopes, Instruments, and Systems, Vol. 7, Issue 04
Precision astronomy with imperfect fully depleted CCDs — an introduction and a suggested lexicon
journal, March 2014
- Stubbs, C. W.
- Journal of Instrumentation, Vol. 9, Issue 03