Abstract We use a multilevel perceptron (MLP) neural network to obtain photometry of saturated stars in the All-Sky Automated Survey for Supernovae (ASAS-SN). The MLP can obtain fairly unbiased photometry for stars fromg≃ 4 to 14 mag, particularly compared to the dispersion (15%–85% 1σrange around the median) of 0.12 mag for saturated (g< 11.5 mag) stars. More importantly, the light curve of a nonvariable saturated star has a median dispersion of only 0.037 mag. The MLP light curves are, in many cases, spectacularly better than those provided by the standard ASAS-SN pipelines. While the network was trained ong-band data from only one of ASAS-SN’s 20 cameras, initial experiments suggest that it can be used for any camera and the older ASAS-SNV-band data as well. The dominant problems seem to be associated with correctable issues in the ASAS-SN data reduction pipeline for saturated stars more than the MLP itself. The method is publicly available as a light-curve option on ASAS-SN Sky Patrol v1.0.
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This content will become publicly available on July 15, 2027
A "Lite" Survey of the Magellanic Clouds
We describe our on-going photometric survey of the LMC and SMC. We are primarily after the brighter massive stars which are saturated in previous surveys (e.g., the excellent Zaritsky et al. (2002, 2004) surveys saturated at V=14) and will be saturated in LSST data. The survey is being carried out with the Swope 1-m telescope on Las Campanas. For the broadband photometry we aim for a S/N of 100 at UBVRI=16.0. We also are including on- and off-band Hα and [O III] exposures, resulting in beautiful mosaics of each galaxy which will be used to identify Hα emission-lined stars, such as previously unknown Luminous Blue Variable candidates. Our photometry will be used to compose source lists for spectroscopy, allowing us to compare our knowledge of the evolved massive star content of the Magellanic Clouds (WRs, RSGs) to their unevolved progenitors.
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- Award ID(s):
- 2307594
- PAR ID:
- 10703560
- Publisher / Repository:
- Bulletin of the American Astronomical Society
- Date Published:
- Volume:
- 58
- Issue:
- 4
- Page Range / eLocation ID:
- e-id 2026n4i209p07
- Format(s):
- Medium: X
- Location:
- Pasadena, CA
- Sponsoring Org:
- National Science Foundation
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