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Title: Kilonova Luminosity Function Constraints Based on Zwicky Transient Facility Searches for 13 Neutron Star Merger Triggers during O3

Abstract

We present a systematic search for optical counterparts to 13 gravitational wave (GW) triggers involving at least one neutron star during LIGO/Virgo's third observing run (O3). We searched binary neutron star (BNS) and neutron star black hole (NSBH) merger localizations with the Zwicky Transient Facility (ZTF) and undertook follow-up with the Global Relay of Observatories Watching Transients Happen (GROWTH) collaboration. The GW triggers had a median localization area of 4480 deg2, a median distance of 267 Mpc, and false-alarm rates ranging from 1.5 to 10-25 yr-1. The ZTF coverage in the g and r bands had a median enclosed probability of 39%, median depth of 20.8 mag, and median time lag between merger and the start of observations of 1.5 hr. The O3 follow-up by the GROWTH team comprised 340 UltraViolet/Optical/InfraRed (UVOIR) photometric points, 64 OIR spectra, and three radio images using 17 different telescopes. We find no promising kilonovae (radioactivity-powered counterparts), and we show how to convert the upper limits to constrain the underlying kilonova luminosity function. Initially, we assume that all GW triggers are bona fide astrophysical events regardless of false-alarm rate and that kilonovae accompanying BNS and NSBH mergers are drawn from a common population; later, wemore » relax these assumptions. Assuming that all kilonovae are at least as luminous as the discovery magnitude of GW170817 (-16.1 mag), we calculate that our joint probability of detecting zero kilonovae is only 4.2%. If we assume that all kilonovae are brighter than-16.6 mag (the extrapolated peak magnitude of GW170817) and fade at a rate of 1 mag day-1 (similar to GW170817), the joint probability of zero detections is 7%. If we separate the NSBH and BNS populations based on the online classifications, the joint probability of zero detections, assuming all kilonovae are brighter than -16.6 mag, is 9.7% for NSBH and 7.9% for BNS mergers. Moreover, no more than <57% (<89%) of putative kilonovae could be brighter than -16.6 mag assuming flat evolution (fading by 1 mag day-1) at the 90% confidence level. If we further take into account the online terrestrial probability for each GW trigger, we find that no more than <68% of putative kilonovae could be brighter than -16.6 mag. Comparing to model grids, we find that some kilonovae must have M ej < 0.03 M, X lan > 10-4, or φ > 30° to be consistent with our limits. We look forward to searches in the fourth GW observing run; even 17 neutron star mergers with only 50% coverage to a depth of-16 mag would constrain the maximum fraction of bright kilonovae to <25%.« less

Authors:
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Publication Date:
Research Org.:
Lawrence Berkeley National Lab. (LBNL), Berkeley, CA (United States)
Sponsoring Org.:
USDOE Office of Science (SC)
Contributing Org.:
GROWTH collaboration
OSTI Identifier:
1762257
Grant/Contract Number:  
AC02-05CH11231
Resource Type:
Accepted Manuscript
Journal Name:
The Astrophysical Journal (Online)
Additional Journal Information:
Journal Name: The Astrophysical Journal (Online); Journal Volume: 905; Journal Issue: 2; Journal ID: ISSN 1538-4357
Publisher:
Institute of Physics (IOP)
Country of Publication:
United States
Language:
English
Subject:
79 ASTRONOMY AND ASTROPHYSICS

Citation Formats

Kasliwal, Mansi M., Anand, Shreya, Ahumada, Tomás, Stein, Robert, Carracedo, Ana Sagués, Andreoni, Igor, Coughlin, Michael W., Singer, Leo P., Kool, Erik C., De, Kishalay, Kumar, Harsh, AlMualla, Mouza, Yao, Yuhan, Bulla, Mattia, Dobie, Dougal, Reusch, Simeon, Perley, Daniel A., Cenko, S. Bradley, Bhalerao, Varun, Kaplan, David L., Sollerman, Jesper, Goobar, Ariel, Copperwheat, Christopher M., Bellm, Eric C., Anupama, G. C., Corsi, Alessandra, Nissanke, Samaya, Agudo, Iván, Bagdasaryan, Ashot, Barway, Sudhanshu, Belicki, Justin, Bloom, Joshua S., Bolin, Bryce, Buckley, David H., Burdge, Kevin B., Burruss, Rick, Caballero-García, Maria D., Cannella, Chris, Castro-Tirado, Alberto J., Cook, David O., Cooke, Jeff, Cunningham, Virginia, Dahiwale, Aishwarya, Deshmukh, Kunal, Dichiara, Simone, Duev, Dmitry A., Dutta, Anirban, Feeney, Michael, Franckowiak, Anna, Frederick, Sara, Fremling, Christoffer, Gal-Yam, Avishay, Gatkine, Pradip, Ghosh, Shaon, Goldstein, Daniel A., Golkhou, V. Zach, Graham, Matthew J., Graham, Melissa L., Hankins, Matthew J., Helou, George, Hu, Youdong, Ip, Wing-Huen, Jaodand, Amruta, Karambelkar, Viraj, Kong, Albert H., Kowalski, Marek, Khandagale, Maitreya, Kulkarni, S. R., Kumar, Brajesh, Laher, Russ R., Li, K. L., Mahabal, Ashish, Masci, Frank J., Miller, Adam A., Mogotsi, Moses, Mohite, Siddharth, Mooley, Kunal, Mroz, Przemek, Newman, Jeffrey A., Ngeow, Chow-Choong, Oates, Samantha R., Patil, Atharva Sunil, Pandey, Shashi B., Pavana, M., Pian, Elena, Riddle, Reed, Sánchez-Ramírez, Rubén, Sharma, Yashvi, Singh, Avinash, Smith, Roger, Soumagnac, Maayane T., Taggart, Kirsty, Tan, Hanjie, Tzanidakis, Anastasios, Troja, Eleonora, Valeev, Azamat F., Walters, Richard, Waratkar, Gaurav, Webb, Sara, Yu, Po-Chieh, Zhang, Bin-Bin, Zhou, Rongpu, and Zolkower, Jeffry. Kilonova Luminosity Function Constraints Based on Zwicky Transient Facility Searches for 13 Neutron Star Merger Triggers during O3. United States: N. p., 2020. Web. doi:10.3847/1538-4357/abc335.
Kasliwal, Mansi M., Anand, Shreya, Ahumada, Tomás, Stein, Robert, Carracedo, Ana Sagués, Andreoni, Igor, Coughlin, Michael W., Singer, Leo P., Kool, Erik C., De, Kishalay, Kumar, Harsh, AlMualla, Mouza, Yao, Yuhan, Bulla, Mattia, Dobie, Dougal, Reusch, Simeon, Perley, Daniel A., Cenko, S. Bradley, Bhalerao, Varun, Kaplan, David L., Sollerman, Jesper, Goobar, Ariel, Copperwheat, Christopher M., Bellm, Eric C., Anupama, G. C., Corsi, Alessandra, Nissanke, Samaya, Agudo, Iván, Bagdasaryan, Ashot, Barway, Sudhanshu, Belicki, Justin, Bloom, Joshua S., Bolin, Bryce, Buckley, David H., Burdge, Kevin B., Burruss, Rick, Caballero-García, Maria D., Cannella, Chris, Castro-Tirado, Alberto J., Cook, David O., Cooke, Jeff, Cunningham, Virginia, Dahiwale, Aishwarya, Deshmukh, Kunal, Dichiara, Simone, Duev, Dmitry A., Dutta, Anirban, Feeney, Michael, Franckowiak, Anna, Frederick, Sara, Fremling, Christoffer, Gal-Yam, Avishay, Gatkine, Pradip, Ghosh, Shaon, Goldstein, Daniel A., Golkhou, V. Zach, Graham, Matthew J., Graham, Melissa L., Hankins, Matthew J., Helou, George, Hu, Youdong, Ip, Wing-Huen, Jaodand, Amruta, Karambelkar, Viraj, Kong, Albert H., Kowalski, Marek, Khandagale, Maitreya, Kulkarni, S. R., Kumar, Brajesh, Laher, Russ R., Li, K. L., Mahabal, Ashish, Masci, Frank J., Miller, Adam A., Mogotsi, Moses, Mohite, Siddharth, Mooley, Kunal, Mroz, Przemek, Newman, Jeffrey A., Ngeow, Chow-Choong, Oates, Samantha R., Patil, Atharva Sunil, Pandey, Shashi B., Pavana, M., Pian, Elena, Riddle, Reed, Sánchez-Ramírez, Rubén, Sharma, Yashvi, Singh, Avinash, Smith, Roger, Soumagnac, Maayane T., Taggart, Kirsty, Tan, Hanjie, Tzanidakis, Anastasios, Troja, Eleonora, Valeev, Azamat F., Walters, Richard, Waratkar, Gaurav, Webb, Sara, Yu, Po-Chieh, Zhang, Bin-Bin, Zhou, Rongpu, & Zolkower, Jeffry. Kilonova Luminosity Function Constraints Based on Zwicky Transient Facility Searches for 13 Neutron Star Merger Triggers during O3. United States. https://doi.org/10.3847/1538-4357/abc335
Kasliwal, Mansi M., Anand, Shreya, Ahumada, Tomás, Stein, Robert, Carracedo, Ana Sagués, Andreoni, Igor, Coughlin, Michael W., Singer, Leo P., Kool, Erik C., De, Kishalay, Kumar, Harsh, AlMualla, Mouza, Yao, Yuhan, Bulla, Mattia, Dobie, Dougal, Reusch, Simeon, Perley, Daniel A., Cenko, S. Bradley, Bhalerao, Varun, Kaplan, David L., Sollerman, Jesper, Goobar, Ariel, Copperwheat, Christopher M., Bellm, Eric C., Anupama, G. C., Corsi, Alessandra, Nissanke, Samaya, Agudo, Iván, Bagdasaryan, Ashot, Barway, Sudhanshu, Belicki, Justin, Bloom, Joshua S., Bolin, Bryce, Buckley, David H., Burdge, Kevin B., Burruss, Rick, Caballero-García, Maria D., Cannella, Chris, Castro-Tirado, Alberto J., Cook, David O., Cooke, Jeff, Cunningham, Virginia, Dahiwale, Aishwarya, Deshmukh, Kunal, Dichiara, Simone, Duev, Dmitry A., Dutta, Anirban, Feeney, Michael, Franckowiak, Anna, Frederick, Sara, Fremling, Christoffer, Gal-Yam, Avishay, Gatkine, Pradip, Ghosh, Shaon, Goldstein, Daniel A., Golkhou, V. Zach, Graham, Matthew J., Graham, Melissa L., Hankins, Matthew J., Helou, George, Hu, Youdong, Ip, Wing-Huen, Jaodand, Amruta, Karambelkar, Viraj, Kong, Albert H., Kowalski, Marek, Khandagale, Maitreya, Kulkarni, S. R., Kumar, Brajesh, Laher, Russ R., Li, K. L., Mahabal, Ashish, Masci, Frank J., Miller, Adam A., Mogotsi, Moses, Mohite, Siddharth, Mooley, Kunal, Mroz, Przemek, Newman, Jeffrey A., Ngeow, Chow-Choong, Oates, Samantha R., Patil, Atharva Sunil, Pandey, Shashi B., Pavana, M., Pian, Elena, Riddle, Reed, Sánchez-Ramírez, Rubén, Sharma, Yashvi, Singh, Avinash, Smith, Roger, Soumagnac, Maayane T., Taggart, Kirsty, Tan, Hanjie, Tzanidakis, Anastasios, Troja, Eleonora, Valeev, Azamat F., Walters, Richard, Waratkar, Gaurav, Webb, Sara, Yu, Po-Chieh, Zhang, Bin-Bin, Zhou, Rongpu, and Zolkower, Jeffry. Tue . "Kilonova Luminosity Function Constraints Based on Zwicky Transient Facility Searches for 13 Neutron Star Merger Triggers during O3". United States. https://doi.org/10.3847/1538-4357/abc335. https://www.osti.gov/servlets/purl/1762257.
@article{osti_1762257,
title = {Kilonova Luminosity Function Constraints Based on Zwicky Transient Facility Searches for 13 Neutron Star Merger Triggers during O3},
author = {Kasliwal, Mansi M. and Anand, Shreya and Ahumada, Tomás and Stein, Robert and Carracedo, Ana Sagués and Andreoni, Igor and Coughlin, Michael W. and Singer, Leo P. and Kool, Erik C. and De, Kishalay and Kumar, Harsh and AlMualla, Mouza and Yao, Yuhan and Bulla, Mattia and Dobie, Dougal and Reusch, Simeon and Perley, Daniel A. and Cenko, S. Bradley and Bhalerao, Varun and Kaplan, David L. and Sollerman, Jesper and Goobar, Ariel and Copperwheat, Christopher M. and Bellm, Eric C. and Anupama, G. C. and Corsi, Alessandra and Nissanke, Samaya and Agudo, Iván and Bagdasaryan, Ashot and Barway, Sudhanshu and Belicki, Justin and Bloom, Joshua S. and Bolin, Bryce and Buckley, David H. and Burdge, Kevin B. and Burruss, Rick and Caballero-García, Maria D. and Cannella, Chris and Castro-Tirado, Alberto J. and Cook, David O. and Cooke, Jeff and Cunningham, Virginia and Dahiwale, Aishwarya and Deshmukh, Kunal and Dichiara, Simone and Duev, Dmitry A. and Dutta, Anirban and Feeney, Michael and Franckowiak, Anna and Frederick, Sara and Fremling, Christoffer and Gal-Yam, Avishay and Gatkine, Pradip and Ghosh, Shaon and Goldstein, Daniel A. and Golkhou, V. Zach and Graham, Matthew J. and Graham, Melissa L. and Hankins, Matthew J. and Helou, George and Hu, Youdong and Ip, Wing-Huen and Jaodand, Amruta and Karambelkar, Viraj and Kong, Albert H. and Kowalski, Marek and Khandagale, Maitreya and Kulkarni, S. R. and Kumar, Brajesh and Laher, Russ R. and Li, K. L. and Mahabal, Ashish and Masci, Frank J. and Miller, Adam A. and Mogotsi, Moses and Mohite, Siddharth and Mooley, Kunal and Mroz, Przemek and Newman, Jeffrey A. and Ngeow, Chow-Choong and Oates, Samantha R. and Patil, Atharva Sunil and Pandey, Shashi B. and Pavana, M. and Pian, Elena and Riddle, Reed and Sánchez-Ramírez, Rubén and Sharma, Yashvi and Singh, Avinash and Smith, Roger and Soumagnac, Maayane T. and Taggart, Kirsty and Tan, Hanjie and Tzanidakis, Anastasios and Troja, Eleonora and Valeev, Azamat F. and Walters, Richard and Waratkar, Gaurav and Webb, Sara and Yu, Po-Chieh and Zhang, Bin-Bin and Zhou, Rongpu and Zolkower, Jeffry},
abstractNote = {We present a systematic search for optical counterparts to 13 gravitational wave (GW) triggers involving at least one neutron star during LIGO/Virgo's third observing run (O3). We searched binary neutron star (BNS) and neutron star black hole (NSBH) merger localizations with the Zwicky Transient Facility (ZTF) and undertook follow-up with the Global Relay of Observatories Watching Transients Happen (GROWTH) collaboration. The GW triggers had a median localization area of 4480 deg2, a median distance of 267 Mpc, and false-alarm rates ranging from 1.5 to 10-25 yr-1. The ZTF coverage in the g and r bands had a median enclosed probability of 39%, median depth of 20.8 mag, and median time lag between merger and the start of observations of 1.5 hr. The O3 follow-up by the GROWTH team comprised 340 UltraViolet/Optical/InfraRed (UVOIR) photometric points, 64 OIR spectra, and three radio images using 17 different telescopes. We find no promising kilonovae (radioactivity-powered counterparts), and we show how to convert the upper limits to constrain the underlying kilonova luminosity function. Initially, we assume that all GW triggers are bona fide astrophysical events regardless of false-alarm rate and that kilonovae accompanying BNS and NSBH mergers are drawn from a common population; later, we relax these assumptions. Assuming that all kilonovae are at least as luminous as the discovery magnitude of GW170817 (-16.1 mag), we calculate that our joint probability of detecting zero kilonovae is only 4.2%. If we assume that all kilonovae are brighter than-16.6 mag (the extrapolated peak magnitude of GW170817) and fade at a rate of 1 mag day-1 (similar to GW170817), the joint probability of zero detections is 7%. If we separate the NSBH and BNS populations based on the online classifications, the joint probability of zero detections, assuming all kilonovae are brighter than -16.6 mag, is 9.7% for NSBH and 7.9% for BNS mergers. Moreover, no more than <57% (<89%) of putative kilonovae could be brighter than -16.6 mag assuming flat evolution (fading by 1 mag day-1) at the 90% confidence level. If we further take into account the online terrestrial probability for each GW trigger, we find that no more than <68% of putative kilonovae could be brighter than -16.6 mag. Comparing to model grids, we find that some kilonovae must have M ej < 0.03 M⊙, X lan > 10-4, or φ > 30° to be consistent with our limits. We look forward to searches in the fourth GW observing run; even 17 neutron star mergers with only 50% coverage to a depth of-16 mag would constrain the maximum fraction of bright kilonovae to <25%.},
doi = {10.3847/1538-4357/abc335},
journal = {The Astrophysical Journal (Online)},
number = 2,
volume = 905,
place = {United States},
year = {Tue Dec 22 00:00:00 EST 2020},
month = {Tue Dec 22 00:00:00 EST 2020}
}

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The X-ray counterpart to the gravitational-wave event GW170817
journal, October 2017


Rapid Bayesian position reconstruction for gravitational-wave transients
journal, January 2016


Multi-messenger Observations of a Binary Neutron Star Merger
journal, October 2017


Fully automated integral field spectrograph pipeline for the SEDMachine: pysedm
journal, July 2019


J-GEM observations of an electromagnetic counterpart to the neutron star merger GW170817
journal, October 2017

  • Utsumi, Yousuke; Tanaka, Masaomi; Tominaga, Nozomu
  • Publications of the Astronomical Society of Japan, Vol. 69, Issue 6
  • DOI: 10.1093/pasj/psx118

The Kitt Peak Electron Multiplying CCD demonstrator
journal, February 2019

  • Coughlin, Michael W.; Dekany, Richard G.; Duev, Dmitry A.
  • Monthly Notices of the Royal Astronomical Society, Vol. 485, Issue 1
  • DOI: 10.1093/mnras/stz497

Palomar Gattini-IR: Survey Overview, Data Processing System, On-sky Performance and First Results
journal, January 2020

  • De, Kishalay; Hankins, Matthew J.; Kasliwal, Mansi M.
  • Publications of the Astronomical Society of the Pacific, Vol. 132, Issue 1008
  • DOI: 10.1088/1538-3873/ab6069

DASH: Deep Learning for the Automated Spectral Classification of Supernovae and Their Hosts
journal, November 2019

  • Muthukrishna, Daniel; Parkinson, David; Tucker, Brad E.
  • The Astrophysical Journal, Vol. 885, Issue 1
  • DOI: 10.3847/1538-4357/ab48f4

The Zwicky Transient Facility Alert Distribution System
journal, November 2018

  • Patterson, Maria T.; Bellm, Eric C.; Rusholme, Ben
  • Publications of the Astronomical Society of the Pacific, Vol. 131, Issue 995
  • DOI: 10.1088/1538-3873/aae904

A Method of Correcting Near‐Infrared Spectra for Telluric Absorption1
journal, March 2003

  • Vacca, William D.; Cushing, Michael C.; Rayner, John T.
  • Publications of the Astronomical Society of the Pacific, Vol. 115, Issue 805
  • DOI: 10.1086/346193

A Wide-Field Infrared Camera for the Palomar 200-inch Telescope
conference, March 2003

  • Wilson, John C.; Eikenberry, Stephen S.; Henderson, Charles P.
  • Astronomical Telescopes and Instrumentation, SPIE Proceedings
  • DOI: 10.1117/12.460336

The Swift Ultra-Violet/Optical Telescope
journal, October 2005

  • Roming, Peter W. A.; Kennedy, Thomas E.; Mason, Keith O.
  • Space Science Reviews, Vol. 120, Issue 3-4
  • DOI: 10.1007/s11214-005-5095-4

The Gemini–North Multi‐Object Spectrograph: Performance in Imaging, Long‐Slit, and Multi‐Object Spectroscopic Modes
journal, May 2004

  • Hook, I. M.; Jørgensen, Inger; Allington‐Smith, J. R.
  • Publications of the Astronomical Society of the Pacific, Vol. 116, Issue 819
  • DOI: 10.1086/383624

Las Cumbres Observatory Global Telescope Network
journal, September 2013

  • Brown, T. M.; Baliber, N.; Bianco, F. B.
  • Publications of the Astronomical Society of the Pacific, Vol. 125, Issue 931
  • DOI: 10.1086/673168

The Zwicky Transient Facility Bright Transient Survey. I. Spectroscopic Classification and the Redshift Completeness of Local Galaxy Catalogs
journal, May 2020


Integral Field Spectroscopy with the Gemini Multiobject Spectrograph. I. Design, Construction, and Testing
journal, August 2002

  • Allington‐Smith, Jeremy; Murray, Graham; Content, Robert
  • Publications of the Astronomical Society of the Pacific, Vol. 114, Issue 798
  • DOI: 10.1086/341712

Transient processing and analysis using AMPEL: alert management, photometry, and evaluation of light curves
journal, November 2019


2900 Square Degree Search for the Optical Counterpart of Short Gamma-Ray Burst GRB 180523B with the Zwicky Transient Facility
journal, February 2019

  • Coughlin, Michael W.; Ahumada, Tomás; Cenko, S. Bradley
  • Publications of the Astronomical Society of the Pacific, Vol. 131, Issue 998
  • DOI: 10.1088/1538-3873/aaff99

The Zwicky Transient Facility: Data Processing, Products, and Archive
journal, December 2018

  • Masci, Frank J.; Laher, Russ R.; Rusholme, Ben
  • Publications of the Astronomical Society of the Pacific, Vol. 131, Issue 995
  • DOI: 10.1088/1538-3873/aae8ac

Dynamic scheduling: target of opportunity observations of gravitational wave events
journal, June 2020

  • Almualla, Mouza; Coughlin, Michael W.; Anand, Shreya
  • Monthly Notices of the Royal Astronomical Society, Vol. 495, Issue 4
  • DOI: 10.1093/mnras/staa1498

The Sloan Digital sky Survey data Release 7 Spectroscopic m Dwarf Catalog. i. data
journal, February 2011

  • West, Andrew A.; Morgan, Dylan P.; Bochanski, John J.
  • The Astronomical Journal, Vol. 141, Issue 3
  • DOI: 10.1088/0004-6256/141/3/97

A Strong Jet Signature in the Late-time Light Curve of GW170817
journal, November 2018


The Palomar Transient Factory: System Overview, Performance, and First Results
journal, December 2009

  • Law, Nicholas M.; Kulkarni, Shrinivas R.; Dekany, Richard G.
  • Publications of the Astronomical Society of the Pacific, Vol. 121, Issue 886
  • DOI: 10.1086/648598

Follow Up of GW170817 and Its Electromagnetic Counterpart by Australian-Led Observing Programmes
journal, January 2017

  • Andreoni, I.; Ackley, K.; Cooke, J.
  • Publications of the Astronomical Society of Australia, Vol. 34
  • DOI: 10.1017/pasa.2017.65

PySALT: the SALT science pipeline
conference, July 2010

  • Crawford, Steven M.; Still, Martin; Schellart, Pim
  • SPIE Astronomical Telescopes + Instrumentation, SPIE Proceedings
  • DOI: 10.1117/12.857000

Prospects for observing and localizing gravitational-wave transients with Advanced LIGO, Advanced Virgo and KAGRA
journal, April 2018


The Electromagnetic Counterpart of the Binary Neutron Star Merger LIGO/Virgo GW170817. V. Rising X-Ray Emission from an Off-axis Jet
journal, October 2017


iPTF SEARCH FOR AN OPTICAL COUNTERPART TO GRAVITATIONAL-WAVE TRANSIENT GW150914
journal, June 2016


Swope Supernova Survey 2017a (SSS17a), the optical counterpart to a gravitational wave source
journal, October 2017


Observations of the First Electromagnetic Counterpart to a Gravitational-wave Source by the TOROS Collaboration
journal, October 2017

  • Díaz, M. C.; Macri, L. M.; Lambas, D. Garcia
  • The Astrophysical Journal, Vol. 848, Issue 2
  • DOI: 10.3847/2041-8213/aa9060

Fully Automated Reduction of Longslit Spectroscopy with the Low Resolution Imaging Spectrometer at the Keck Observatory
journal, July 2019

  • Perley, Daniel A.
  • Publications of the Astronomical Society of the Pacific, Vol. 131, Issue 1002
  • DOI: 10.1088/1538-3873/ab215d

GROWTH on S190510g: DECam Observation Planning and Follow-up of a Distant Binary Neutron Star Merger Candidate
journal, August 2019

  • Andreoni, Igor; Goldstein, Daniel A.; Anand, Shreya
  • The Astrophysical Journal, Vol. 881, Issue 1
  • DOI: 10.3847/2041-8213/ab3399

A kilonova as the electromagnetic counterpart to a gravitational-wave source
journal, October 2017

  • Smartt, S. J.; Chen, T. -W.; Jerkstrand, A.
  • Nature, Vol. 551, Issue 7678
  • DOI: 10.1038/nature24303

The Liverpool Telescope: performance and first results
conference, September 2004

  • Steele, Iain A.; Smith, Robert J.; Rees, Paul C.
  • SPIE Astronomical Telescopes + Instrumentation, SPIE Proceedings
  • DOI: 10.1117/12.551456

MASTER Optical Detection of the First LIGO/Virgo Neutron Star Binary Merger GW170817
journal, November 2017

  • Lipunov, V. M.; Gorbovskoy, E.; Kornilov, V. G.
  • The Astrophysical Journal, Vol. 850, Issue 1
  • DOI: 10.3847/2041-8213/aa92c0

Prime Focus Imaging Spectrograph for the Southern African Large Telescope: optical design
conference, March 2003

  • Burgh, Eric B.; Nordsieck, Kenneth H.; Kobulnicky, Henry A.
  • Astronomical Telescopes and Instrumentation, SPIE Proceedings
  • DOI: 10.1117/12.460312

GW170817: Observation of Gravitational Waves from a Binary Neutron Star Inspiral
journal, October 2017


ZTF Early Observations of Type Ia Supernovae. I. Properties of the 2018 Sample
journal, December 2019

  • Yao, Yuhan; Miller, Adam A.; Kulkarni, S. R.
  • The Astrophysical Journal, Vol. 886, Issue 2
  • DOI: 10.3847/1538-4357/ab4cf5

Ultra-stripped supernovae: progenitors and fate
journal, June 2015

  • Tauris, Thomas M.; Langer, Norbert; Podsiadlowski, Philipp
  • Monthly Notices of the Royal Astronomical Society, Vol. 451, Issue 2
  • DOI: 10.1093/mnras/stv990

Remnant baryon mass in neutron star-black hole mergers: Predictions for binary neutron star mimickers and rapidly spinning black holes
journal, October 2018


GROWTH on S190814bv: Deep Synoptic Limits on the Optical/Near-infrared Counterpart to a Neutron Star–Black Hole Merger
journal, February 2020

  • Andreoni, Igor; Goldstein, Daniel A.; Kasliwal, Mansi M.
  • The Astrophysical Journal, Vol. 890, Issue 2
  • DOI: 10.3847/1538-4357/ab6a1b

The Automated Palomar 60 Inch Telescope
journal, October 2006

  • Cenko, S. Bradley; Fox, Derek B.; Moon, Dae‐Sik
  • Publications of the Astronomical Society of the Pacific, Vol. 118, Issue 848
  • DOI: 10.1086/508366

Real-bogus classification for the Zwicky Transient Facility using deep learning
journal, August 2019

  • Duev, Dmitry A.; Mahabal, Ashish; Masci, Frank J.
  • Monthly Notices of the Royal Astronomical Society
  • DOI: 10.1093/mnras/stz2357

catsHTM: A Tool for Fast Accessing and Cross-matching Large Astronomical Catalogs
journal, June 2018

  • Soumagnac, Maayane T.; Ofek, Eran O.
  • Publications of the Astronomical Society of the Pacific, Vol. 130, Issue 989
  • DOI: 10.1088/1538-3873/aac410

A fast method for quantifying observational selection effects in asteroid surveys
journal, March 2016


The Two Micron All Sky Survey (2MASS)
journal, February 2006

  • Skrutskie, M. F.; Cutri, R. M.; Stiening, R.
  • The Astronomical Journal, Vol. 131, Issue 2
  • DOI: 10.1086/498708

Machine Learning for the Zwicky Transient Facility
journal, January 2019

  • Mahabal, Ashish; Rebbapragada, Umaa; Walters, Richard
  • Publications of the Astronomical Society of the Pacific, Vol. 131, Issue 997
  • DOI: 10.1088/1538-3873/aaf3fa

Optimizing searches for electromagnetic counterparts of gravitational wave triggers
journal, April 2018

  • Coughlin, Michael W.; Tao, Duo; Chan, Man Leong
  • Monthly Notices of the Royal Astronomical Society, Vol. 478, Issue 1
  • DOI: 10.1093/mnras/sty1066

An ASKAP Search for a Radio Counterpart to the First High-significance Neutron Star–Black Hole Merger LIGO/Virgo S190814bv
journal, December 2019


SPRAT: Spectrograph for the Rapid Acquisition of Transients
conference, July 2014

  • Piascik, A. S.; Steele, Iain A.; Bates, Stuart D.
  • SPIE Astronomical Telescopes + Instrumentation, SPIE Proceedings
  • DOI: 10.1117/12.2055117

GW190814: Gravitational Waves from the Coalescence of a 23 Solar Mass Black Hole with a 2.6 Solar Mass Compact Object
journal, June 2020


A Machine Learning-based Source Property Inference for Compact Binary Mergers
journal, June 2020

  • Chatterjee, Deep; Ghosh, Shaon; Brady, Patrick R.
  • The Astrophysical Journal, Vol. 896, Issue 1
  • DOI: 10.3847/1538-4357/ab8dbe

Intermediate Palomar Transient Factory: Realtime Image Subtraction Pipeline
journal, September 2016

  • Cao, Yi; Nugent, Peter E.; Kasliwal, Mansi M.
  • Publications of the Astronomical Society of the Pacific, Vol. 128, Issue 969
  • DOI: 10.1088/1538-3873/128/969/114502

The GROWTH Marshal: A Dynamic Science Portal for Time-domain Astronomy
journal, February 2019

  • Kasliwal, M. M.; Cannella, C.; Bagdasaryan, A.
  • Publications of the Astronomical Society of the Pacific, Vol. 131, Issue 997
  • DOI: 10.1088/1538-3873/aafbc2

Identifying Elusive Electromagnetic Counterparts to Gravitational wave Mergers: an End-To-End Simulation
journal, April 2013

  • Nissanke, Samaya; Kasliwal, Mansi; Georgieva, Alexandra
  • The Astrophysical Journal, Vol. 767, Issue 2
  • DOI: 10.1088/0004-637X/767/2/124

The WISE AGN Catalog
journal, October 2017

  • Assef, R. J.; Stern, D.; Noirot, G.
  • The Astrophysical Journal Supplement Series, Vol. 234, Issue 2
  • DOI: 10.3847/1538-4365/aaa00a

Determining the Type, Redshift, and Age of a Supernova Spectrum
journal, September 2007

  • Blondin, Stephane; Tonry, John L.
  • The Astrophysical Journal, Vol. 666, Issue 2
  • DOI: 10.1086/520494

Constraints on the ejecta of the GW170817 neutron star merger from its electromagnetic emission
journal, September 2018

  • Waxman, Eli; Ofek, Eran O.; Kushnir, Doron
  • Monthly Notices of the Royal Astronomical Society, Vol. 481, Issue 3
  • DOI: 10.1093/mnras/sty2441

Models of Kilonova/Macronova Emission from Black Hole–Neutron star Mergers
journal, June 2016

  • Kawaguchi, Kyohei; Kyutoku, Koutarou; Shibata, Masaru
  • The Astrophysical Journal, Vol. 825, Issue 1
  • DOI: 10.3847/0004-637X/825/1/52

ATLAS: A High-cadence All-sky Survey System
journal, May 2018

  • Tonry, J. L.; Denneau, L.; Heinze, A. N.
  • Publications of the Astronomical Society of the Pacific, Vol. 130, Issue 988
  • DOI: 10.1088/1538-3873/aabadf

The Wide-Field Infrared Survey Explorer (Wise): Mission Description and Initial On-Orbit Performance
journal, November 2010


Searching for electromagnetic counterparts to gravitational-wave merger events with the prototype Gravitational-Wave Optical Transient Observer (GOTO-4)
journal, July 2020

  • Gompertz, B. P.; Cutter, R.; Steeghs, D.
  • Monthly Notices of the Royal Astronomical Society, Vol. 497, Issue 1
  • DOI: 10.1093/mnras/staa1845

Unveiling the dynamic infrared sky
journal, January 2019