Starkiller: subtracting stars and other sources from IFU spectroscopic data through forward modeling
arXiv:2411.14705 · doi:10.3847/1538-3881/ad9f2b
Abstract
We present starkiller, an open-source Python package for forward-modeling flux retrieval from integral field unit spectrograph (IFU) datacubes. Starkiller simultaneously provides stellar spectral classification, relative velocity, and line-of-sight extinction for all sources in a catalog, alongside a source-subtracted datacube. It performs synthetic difference imaging by simulating all catalog sources in the field of view, using the catalog for positions and fluxes to scale stellar models, independent of the datacube. This differencing method is particularly powerful for subtracting both point-sources and trailed or even streaked sources from extended astronomical objects. We demonstrate starkiller's effectiveness in improving observations of extended sources in dense stellar fields for VLT/MUSE observations of comets, asteroids and nebulae. We also show that starkiller can treat satellite-impacted VLT/MUSE observations. The package could be applied to tasks as varied as dust extinction in clusters and stellar variability; the stellar modeling using Gaia fluxes is provided as a standalone function. The techniques can be expanded to imagers and to other IFUs.
21 pages, 17 figures, open source software
References in corpus (14)
- Array Programming with NumPy
- The Gaia mission
- The Astropy Project: Sustaining and Growing a Community-oriented Open-source Project and the Latest Major Release (v5.0) of the Core Package
- Gaia Data Release 3: Summary of the content and survey properties
- A grid of MARCS model atmospheres for late-type stars I. Methods and general properties
- The MUSE second-generation VLT instrument
- astroquery: An Astronomical Web-Querying Package in Python
- New Grids of ATLAS9 Model Atmospheres
- The Data Processing Pipeline for the MUSE Instrument
- The Wide Field Spectrograph (WiFeS): Performance and Data Reduction
- The Near-Infrared Spectrograph (NIRSpec) on the James Webb Space Telescope III. Integral-field spectroscopy
- Gaia Data Release 3: Catalogue Validation
- All-Sky Faint DA White Dwarf Spectrophotometric Standards for Astrophysical Observatories: The Complete Sample
- StarUnLink: identifying and mitigating signals from communications satellites in stellar spectral surveys