Toward Rate Estimation for Transient Surveys. I. Assessing Transient Detectability and Volume Sensitivity for iPTF
Abstract
The past couple of decades have seen an emergence of transient detection facilities in various avenues of time-domain astronomy that have provided us with a rich data set of transients. The rates of these transients have implications in star formation, progenitor models, evolution channels, and cosmology measurements. The crucial component of any rate calculation is the detectability and spacetime volume sensitivity of a survey to a particular transient type as a function of many intrinsic and extrinsic parameters. Fully sampling that multidimensional parameter space is challenging. Instead, we present a scheme to assess the detectability of transients using supervised machine learning. The data product is a classifier that determines the detection likelihood of sources resulting from an image subtraction pipeline associated with time-domain survey telescopes, taking into consideration the intrinsic properties of the transients and the observing conditions. We apply our method to assess the spacetime volume sensitivity of type Ia supernovae (SNe Ia) in the intermediate Palomar Transient Factory (iPTF) and obtain the result, ⟨VT⟩Ia = (2.93 ± 0.21) × 10-2 Gpc3 yr. With rate estimates in the literature, this volume sensitivity gives a count of 680-1160 SNe Ia detectable by iPTF, which is consistent with the archival data.more »
- Authors:
-
- Univ. of Wisconsin, Milwaukee, WI (United States). Dept. of Physics
- Lawrence Berkeley National Lab. (LBNL), Berkeley, CA (United States); Univ. of California, Berkeley, CA (United States). Dept. of Astronomy
- California Inst. of Technology (CalTech), Pasadena, CA (United States). Cahill Centre for Astrophysics
- Publication Date:
- Research Org.:
- Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States)
- Sponsoring Org.:
- USDOE Office of Science (SC)
- OSTI Identifier:
- 1567170
- 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: 881; 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
Chatterjee, Deep, Nugent, Peter E., Brady, Patrick R., Cannella, Chris, Kaplan, David L., and Kasliwal, Mansi M. Toward Rate Estimation for Transient Surveys. I. Assessing Transient Detectability and Volume Sensitivity for iPTF. United States: N. p., 2019.
Web. doi:10.3847/1538-4357/ab2b9c.
Chatterjee, Deep, Nugent, Peter E., Brady, Patrick R., Cannella, Chris, Kaplan, David L., & Kasliwal, Mansi M. Toward Rate Estimation for Transient Surveys. I. Assessing Transient Detectability and Volume Sensitivity for iPTF. United States. https://doi.org/10.3847/1538-4357/ab2b9c
Chatterjee, Deep, Nugent, Peter E., Brady, Patrick R., Cannella, Chris, Kaplan, David L., and Kasliwal, Mansi M. Wed .
"Toward Rate Estimation for Transient Surveys. I. Assessing Transient Detectability and Volume Sensitivity for iPTF". United States. https://doi.org/10.3847/1538-4357/ab2b9c. https://www.osti.gov/servlets/purl/1567170.
@article{osti_1567170,
title = {Toward Rate Estimation for Transient Surveys. I. Assessing Transient Detectability and Volume Sensitivity for iPTF},
author = {Chatterjee, Deep and Nugent, Peter E. and Brady, Patrick R. and Cannella, Chris and Kaplan, David L. and Kasliwal, Mansi M.},
abstractNote = {The past couple of decades have seen an emergence of transient detection facilities in various avenues of time-domain astronomy that have provided us with a rich data set of transients. The rates of these transients have implications in star formation, progenitor models, evolution channels, and cosmology measurements. The crucial component of any rate calculation is the detectability and spacetime volume sensitivity of a survey to a particular transient type as a function of many intrinsic and extrinsic parameters. Fully sampling that multidimensional parameter space is challenging. Instead, we present a scheme to assess the detectability of transients using supervised machine learning. The data product is a classifier that determines the detection likelihood of sources resulting from an image subtraction pipeline associated with time-domain survey telescopes, taking into consideration the intrinsic properties of the transients and the observing conditions. We apply our method to assess the spacetime volume sensitivity of type Ia supernovae (SNe Ia) in the intermediate Palomar Transient Factory (iPTF) and obtain the result, ⟨VT⟩Ia = (2.93 ± 0.21) × 10-2 Gpc3 yr. With rate estimates in the literature, this volume sensitivity gives a count of 680-1160 SNe Ia detectable by iPTF, which is consistent with the archival data. With a view toward wider applicability of this technique we do a preliminary computation for long-duration type IIp supernovae (SNe IIp) and find ⟨VT⟩IIa = (7.80 ± 0.76) × 10-4 Gpc3 yr. This classifier can be used for computationally fast spacetime volume sensitivity calculation of any generic transient type using their light-curve properties. Hence, it can be used as a tool to facilitate calculation of transient rates in a range of time-domain surveys, given suitable training sets.},
doi = {10.3847/1538-4357/ab2b9c},
journal = {The Astrophysical Journal (Online)},
number = 2,
volume = 881,
place = {United States},
year = {Wed Aug 21 00:00:00 EDT 2019},
month = {Wed Aug 21 00:00:00 EDT 2019}
}
Web of Science
Works referenced in this record:
Correcting for the Effects of Interstellar Extinction
journal, January 1999
- Fitzpatrick, Edward L.
- Publications of the Astronomical Society of the Pacific, Vol. 111, Issue 755
The Astropy Project: Building an Open-science Project and Status of the v2.0 Core Package
journal, August 2018
- Price-Whelan, A. M.; Sipőcz, B. M.; Günther, H. M.
- The Astronomical Journal, Vol. 156, Issue 3
The relative specific Type Ia supernovae rate from three years of ASAS-SN
journal, January 2019
- Brown, J. S.; Stanek, K. Z.; Holoien, T. W-S
- Monthly Notices of the Royal Astronomical Society, Vol. 484, Issue 3
SExtractor: Software for source extraction
journal, June 1996
- Bertin, E.; Arnouts, S.
- Astronomy and Astrophysics Supplement Series, Vol. 117, Issue 2
The Palomar transient factory
conference, February 2015
- Nugent, Peter; Cao, Yi; Kasliwal, Mansi
- IS&T/SPIE Electronic Imaging, SPIE Proceedings
The Sloan Digital sky Survey-Ii Supernova Survey: Search Algorithm and Follow-Up Observations
journal, December 2007
- Sako, Masao; Bassett, Bruce; Becker, Andrew
- The Astronomical Journal, Vol. 135, Issue 1
Real-time Recovery Efficiencies and Performance of the Palomar Transient Factory’s Transient Discovery Pipeline
journal, May 2017
- Frohmaier, C.; Sullivan, M.; Nugent, P. E.
- The Astrophysical Journal Supplement Series, Vol. 230, Issue 1
First Results from the Catalina Real-Time Transient Survey
journal, April 2009
- Drake, A. J.; Djorgovski, S. G.; Mahabal, A.
- The Astrophysical Journal, Vol. 696, Issue 1
The Volumetric Rate of Calcium-rich Transients in the Local Universe
journal, May 2018
- Frohmaier, Chris; Sullivan, Mark; Maguire, Kate
- The Astrophysical Journal, Vol. 858, Issue 1
Using machine learning for discovery in synoptic survey imaging data
journal, August 2013
- Brink, Henrik; Richards, Joseph W.; Poznanski, Dovi
- Monthly Notices of the Royal Astronomical Society, Vol. 435, Issue 2
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
LSST: From Science Drivers to Reference Design and Anticipated Data Products
journal, March 2019
- Ivezić, Željko; Kahn, Steven M.; Tyson, J. Anthony
- The Astrophysical Journal, Vol. 873, Issue 2
Type-Ia Supernova Rates and the Progenitor Problem: A Review
journal, January 2012
- Maoz, D.; Mannucci, F.
- Publications of the Astronomical Society of Australia, Vol. 29, Issue 4
Extinction and Radial Distribution of Supernova Properties in Their Parent Galaxies
journal, July 1998
- Hatano, Kazuhito; Branch, David; Deaton, Jennifer
- The Astrophysical Journal, Vol. 502, Issue 1
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
Estimating the Contribution of Dynamical Ejecta in the Kilonova Associated with GW170817
journal, December 2017
- Abbott, B. P.; Abbott, R.; Abbott, T. D.
- The Astrophysical Journal, Vol. 850, Issue 2
SALT2: using distant supernovae to improve the use of type Ia supernovae as distance indicators
journal, February 2007
- Guy, J.; Astier, P.; Baumont, S.
- Astronomy & Astrophysics, Vol. 466, Issue 1
iPTF Archival Search for Fast Optical Transients
journal, February 2018
- Ho, Anna Y. Q.; Kulkarni, S. R.; Nugent, Peter E.
- The Astrophysical Journal, Vol. 854, Issue 1
Inferring the spatial and energy distribution of gamma-ray burst sources. 1: Methodology
journal, January 1995
- Loredo, Thomas J.; Wasserman, Ira M.
- The Astrophysical Journal Supplement Series, Vol. 96
High‐Redshift Supernovae in the Hubble Deep Field
journal, August 1999
- Gilliland, Ronald L.; Nugent, Peter E.; Phillips, M. M.
- The Astrophysical Journal, Vol. 521, Issue 1
The Pan-STARRS wide-field optical/NIR imaging survey
conference, July 2010
- Kaiser, Nick; Burgett, William; Chambers, Ken
- SPIE Astronomical Telescopes + Instrumentation, SPIE Proceedings
Nearby supernova rates from the Lick Observatory Supernova Search - III. The rate-size relation, and the rates as a function of galaxy Hubble type and colour: Nearby supernova rates from LOSS - III
journal, March 2011
- Li, Weidong; Chornock, Ryan; Leaman, Jesse
- Monthly Notices of the Royal Astronomical Society, Vol. 412, Issue 3
Matplotlib: A 2D Graphics Environment
journal, January 2007
- Hunter, John D.
- Computing in Science & Engineering, Vol. 9, Issue 3
The VLT Survey Telescope ATLAS
journal, June 2015
- Shanks, T.; Metcalfe, N.; Chehade, B.
- Monthly Notices of the Royal Astronomical Society, Vol. 451, Issue 4
A Measurement of the Rate of Type Ia Supernovae at Redshift z ≈ 0.1 from the First Season of the SDSS‐II Supernova Survey
journal, July 2008
- Dilday, Benjamin; Kessler, Richard; Frieman, Joshua A.
- The Astrophysical Journal, Vol. 682, Issue 1
NINE-YEAR WILKINSON MICROWAVE ANISOTROPY PROBE ( WMAP ) OBSERVATIONS: COSMOLOGICAL PARAMETER RESULTS
journal, September 2013
- Hinshaw, G.; Larson, D.; Komatsu, E.
- The Astrophysical Journal Supplement Series, Vol. 208, Issue 2
Supernovae in the Subaru Deep Field: an initial sample and Type Ia rate out to redshift 1.6: Supernovae in the SDF
journal, November 2007
- Poznanski, D.; Maoz, D.; Yasuda, N.
- Monthly Notices of the Royal Astronomical Society, Vol. 382, Issue 3
Multi-messenger Observations of a Binary Neutron Star Merger
journal, October 2017
- Abbott, B. P.; Abbott, R.; Abbott, T. D.
- The Astrophysical Journal, Vol. 848, Issue 2
Gravitational Waves and Gamma-Rays from a Binary Neutron Star Merger: GW170817 and GRB 170817A
journal, October 2017
- Abbott, B. P.; Abbott, R.; Abbott, T. D.
- The Astrophysical Journal, Vol. 848, Issue 2
Counting and confusion: Bayesian rate estimation with multiple populations
journal, January 2015
- Farr, Will M.; Gair, Jonathan R.; Mandel, Ilya
- Physical Review D, Vol. 91, Issue 2
The NumPy Array: A Structure for Efficient Numerical Computation
journal, March 2011
- van der Walt, Stéfan; Colbert, S. Chris; Varoquaux, Gaël
- Computing in Science & Engineering, Vol. 13, Issue 2
Improved cosmological constraints from a joint analysis of the SDSS-II and SNLS supernova samples
journal, August 2014
- Betoule, M.; Kessler, R.; Guy, J.
- Astronomy & Astrophysics, Vol. 568
Absolute-Magnitude Distributions of Supernovae
journal, April 2014
- Richardson, Dean; Jenkins III, Robert L.; Wright, John
- The Astronomical Journal, Vol. 147, Issue 5
The ASAS-SN bright supernova catalogue – IV. 2017
journal, January 2019
- Holoien, T. W-S; Brown, J. S.; Vallely, P. J.
- Monthly Notices of the Royal Astronomical Society, Vol. 484, Issue 2
CASSPER is a semantic segmentation-based particle picking algorithm for single-particle cryo-electron microscopy
journal, February 2021
- George, Blesson; Assaiya, Anshul; Roy, Robin J.
- Communications Biology, Vol. 4, Issue 1
Gravitational Waves and Gamma-Rays from a Binary Neutron Star Merger: GW170817 and GRB 170817A
text, January 2017
- Abbott, B. P.; Abbott, R.; Abbott, T. D.
- Bristol : Institute of Physics Publishing
Multi-messenger Observations of a Binary Neutron Star Merger
text, January 2017
- Abbott, B. P.; Abbott, R.; Abbott, T. D.
- Karlsruhe
Estimating the contribution of dynamical ejecta in the kilonova associated with GW170817
text, January 2017
- Abbott, B. P.; Al, Et
- IOP Publishing
A Measurement of the Rate of type-Ia Supernovae at Redshift $z\approx$ 0.1 from the First Season of the SDSS-II Supernova Survey
text, January 2008
- Dilday, Benjamin; Kessler, R.; Frieman, J. A.
- arXiv
LSST: from Science Drivers to Reference Design and Anticipated Data Products
text, January 2008
- Ivezić, Željko; Kahn, Steven M.; Tyson, J. Anthony
- arXiv
First Results from the Catalina Real-time Transient Survey
text, January 2008
- Drake, A. J.; Djorgovski, S. G.; Mahabal, A.
- arXiv
The Palomar Transient Factory: System Overview, Performance and First Results
text, January 2009
- Law, N. M.; Kulkarni, S. R.; Dekany, R. G.
- arXiv
Using Machine Learning for Discovery in Synoptic Survey Imaging
text, January 2012
- Brink, Henrik; Richards, Joseph W.; Poznanski, Dovi
- arXiv
Counting And Confusion: Bayesian Rate Estimation With Multiple Populations
text, January 2013
- Farr, Will M.; Gair, Jonathan R.; Mandel, Ilya
- arXiv
Absolute-Magnitude Distributions of Supernovae
text, January 2014
- Richardson, Dean; Jenkins, Robert L.; Wright, John
- arXiv
Estimating the Contribution of Dynamical Ejecta in the Kilonova Associated with GW170817
text, January 2017
- Collaboration, The LIGO Scientific; Collaboration, The Virgo; Abbott, B. P.
- arXiv
iPTF Archival Search for Fast Optical Transients
text, January 2017
- Ho, A. Y. Q.; Kulkarni, S. R.; Nugent, P. E.
- arXiv
The volumetric rate of calcium-rich transients in the local universe
text, January 2018
- Frohmaier, C.; Sullivan, M.; Maguire, K.
- arXiv
Correcting for the Effects of Interstellar Extinction
text, January 1998
- Fitzpatrick, Edward L.
- arXiv