SkyMapper optical follow-up of gravitational wave triggers: Alert science data pipeline and LIGO/Virgo O3 run. (19th May 2021)
- Record Type:
- Journal Article
- Title:
- SkyMapper optical follow-up of gravitational wave triggers: Alert science data pipeline and LIGO/Virgo O3 run. (19th May 2021)
- Main Title:
- SkyMapper optical follow-up of gravitational wave triggers: Alert science data pipeline and LIGO/Virgo O3 run
- Authors:
- Chang, Seo-Won
Onken, Christopher A.
Wolf, Christian
Luvaul, Lance
Möller, Anais
Scalzo, Richard
Schmidt, Brian P.
Scott, Susan M.
Sura, Nikunj
Yuan, Fang - Abstract:
- Abstract: We present an overview of the SkyMapper optical follow-up programme for gravitational-wave event triggers from the LIGO/Virgo observatories, which aims at identifying early GW170817-like kilonovae out to $\sim200\, \mathrm{Mpc}$ distance. We describe our robotic facility for rapid transient follow-up, which can target most of the sky at $\delta<+10\deg $ to a depth of $i_\mathrm{AB}\approx 20\, \mathrm{mag}$ . We have implemented a new software pipeline to receive LIGO/Virgo alerts, schedule observations and examine the incoming real-time data stream for transient candidates. We adopt a real-bogus classifier using ensemble-based machine learning techniques, attaining high completeness ( $\sim98\%$ ) and purity ( $\sim91\%$ ) over our whole magnitude range. Applying further filtering to remove common image artefacts and known sources of transients, such as asteroids and variable stars, reduces the number of candidates by a factor of more than 10. We demonstrate the system performance with data obtained for GW190425, a binary neutron star merger detected during the LIGO/Virgo O3 observing campaign. In time for the LIGO/Virgo O4 run, we will have deeper reference images allowing transient detection to $i_\mathrm{AB}\approx 21\, \mathrm{mag}$ .
- Is Part Of:
- Publications of the Astronomical Society of Australia. Volume 38(2021)
- Journal:
- Publications of the Astronomical Society of Australia
- Issue:
- Volume 38(2021)
- Issue Display:
- Volume 38, Issue 2021 (2021)
- Year:
- 2021
- Volume:
- 38
- Issue:
- 2021
- Issue Sort Value:
- 2021-0038-2021-0000
- Page Start:
- Page End:
- Publication Date:
- 2021-05-19
- Subjects:
- methods: data analysis, -- methods: statistical, -- transient detection, -- gravitational waves, -- neutron stars
Astronomy -- Periodicals
Southern sky (Astronomy) -- Periodicals
Astrophysics -- Periodicals
Periodicals
520.5 - Journal URLs:
- http://journals.cambridge.org/action/displayJournal?jid=pas ↗
http://www.publish.csiro.au/?nid=138 ↗ - DOI:
- 10.1017/pasa.2021.17 ↗
- Languages:
- English
- ISSNs:
- 1323-3580
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library HMNTS - ELD Digital store
- Ingest File:
- 16755.xml