Bright star subtraction pipeline for LSST: phase one report

Amir E. Bazkiaei*, Lee S. Kelvin, Sarah Brough, Simon J. O’Toole, Aaron Watkins, Morgan A. Schmitz

*Corresponding author for this work

Research output: Chapter in Book/Report/Conference proceedingConference proceeding contributionpeer-review

Abstract

We present the phase 1 report of the Bright Star Subtraction (BSS) pipeline for the Vera C. Rubin Observatory’s Legacy Survey of Space and Time (LSST). This pipeline is designed to create an extended PSF model by utilizing observed stars, followed by subtracting this model from the bright stars present in LSST data. Running the pipeline on Hyper Suprime-Cam (HSC) data shows a correlation between the shape of the extended PSF model and the position of the detector within the camera’s focal plane. Specifically, detectors positioned closer to the focal plane’s edge exhibit reduced circular symmetry in the extended PSF model. To mitigate this effect, we present an algorithm that enables users to account for the location dependency of the model. Our analysis also indicates that the choice of normalization annulus is crucial for modeling the extended PSF. Smaller annuli can exclude stars due to overlap with saturated regions, while larger annuli may compromise data quality because of lower signal-to-noise ratios. This makes finding the optimal annulus size a challenging but essential task for the BSS pipeline. Applying the BSS pipeline to HSC exposures allows for the subtraction of, on average, 100 to 700 stars brighter than 12th magnitude measured in g-band across a full exposure, with a full HSC exposure comprising ≈100 detectors.

Original languageEnglish
Title of host publicationSoftware and Cyberinfrastructure for Astronomy VIII
EditorsJorge Ibsen, Gianluca Chiozzi
Place of PublicationBellingham, Washington
PublisherSPIE
Pages131013N-1-131013N-12
Number of pages12
ISBN (Electronic)9781510675261
ISBN (Print)9781510675254
DOIs
Publication statusPublished - 2024
EventSoftware and Cyberinfrastructure for Astronomy VIII 2024 - Yokohama, Japan
Duration: 16 Jun 202421 Jun 2024

Publication series

NameProceedings of SPIE
Volume13101
ISSN (Print)0277-786X
ISSN (Electronic)1996-756X

Conference

ConferenceSoftware and Cyberinfrastructure for Astronomy VIII 2024
Country/TerritoryJapan
CityYokohama
Period16/06/2421/06/24

Keywords

  • Bright Star Subtraction
  • Extended PSF Model
  • Galaxies
  • Low Surface Brightness
  • Vera C. Rubin Observatory

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