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Title: The Hyper Suprime-Cam software pipeline

Abstract

Here in this article, we describe the optical imaging data processing pipeline developed for the Subaru Telescope’s Hyper Suprime-Cam (HSC) instrument. The HSC Pipeline builds on the prototype pipeline being developed by the Large Synoptic Survey Telescope’s Data Management system, adding customizations for HSC, large-scale processing capabilities, and novel algorithms that have since been reincorporated into the LSST codebase. While designed primarily to reduce HSC Subaru Strategic Program (SSP) data, it is also the recommended pipeline for reducing general-observer HSC data. The HSC pipeline includes high-level processing steps that generate coadded images and science-ready catalogs as well as low-level detrending and image characterizations.

Authors:
 [1];  [1];  [2];  [3];  [3];  [3];  [1];  [3];  [1];  [4];  [3];  [5];  [1];  [6];  [7];  [8];  [9];  [10];  [6];  [11] more »;  [12];  [10];  [1];  [1];  [13];  [14];  [4];  [15];  [5];  [16];  [6];  [1];  [1];  [3];  [3] « less
+ Show Author Affiliations
  1. Princeton Univ., NJ (United States). Dept. of Astrophysical Sciences
  2. Orbital Insight, Mountain View, CA (United States); Univ. of Tokyo (Japan). Kavli Inst. for the Physics and Mathematics of the Universe (Kavli IPMU, WPI)
  3. National Astronomical Observatory of Japan, Mitaka, Tokyo (Japan)
  4. National Astronomical Observatory of Japan, Mitaka, Tokyo (Japan); Graduate Univ. for Advanced Studies (SOKENDAI), Mitaka, Tokyo (Japan). Dept. of Astronomy, School of Science
  5. Univ. of Tokyo (Japan). Kavli Inst. for the Physics and Mathematics of the Universe (Kavli IPMU, WPI)
  6. Univ. of Washington, Seattle, WA (United States). Dept. of Astronomy
  7. Princeton Univ., NJ (United States). Dept. of Physics
  8. Univ. of Geneva (Switzerland). Dept. of Astronomy
  9. Princeton Univ., NJ (United States). Dept. of Astrophysical Sciences; Massive Dynamics, Princeton, NJ (United States)
  10. SLAC National Accelerator Lab., Menlo Park, CA (United States)
  11. Univ. of Toronto, ON (Canada). Dunlap Inst. and Dept. of Astronomy and Astrophysics
  12. Univ. of Tokyo (Japan). Kavli Inst. for the Physics and Mathematics of the Universe (Kavli IPMU, WPI); Massive Dynamics, Princeton, NJ (United States)
  13. Carnegie Mellon Univ., Pittsburgh, PA (United States). McWilliams Center for Cosmology, Dept. of Physics
  14. Univ. of Tokyo (Japan). Kavli Inst. for the Physics and Mathematics of the Universe (Kavli IPMU, WPI); California Inst. of Technology (CalTech), Pasadena, CA (United States). Jet Propulsion Lab.
  15. Univ. of Tokyo (Japan). Kavli Inst. for the Physics and Mathematics of the Universe (Kavli IPMU, WPI); Univ. of Tokyo (Japan). Dept. of Physics
  16. Inst. of Physical and Chemical Research (RIKEN), Wako (Japan). High Energy Astrophysics Lab.; Brookhaven National Lab. (BNL), Upton, NY (United States). RIKEN Research Center
Publication Date:
Research Org.:
SLAC National Accelerator Laboratory (SLAC), Menlo Park, CA (United States)
Sponsoring Org.:
USDOE; Japan Society for the Promotion of Science (JSPS); Japan Science and Technology Agency (JST)
OSTI Identifier:
1425668
Grant/Contract Number:  
AC02-76SF00515; NNX08AR22G; AST-1238877; JP15K17600; JP16H01089
Resource Type:
Accepted Manuscript
Journal Name:
Publications of the Astronomical Society of Japan
Additional Journal Information:
Journal Volume: 70; Journal Issue: SP1; Journal ID: ISSN 0004-6264
Publisher:
Astronomical Society of Japan
Country of Publication:
United States
Language:
English
Subject:
79 ASTRONOMY AND ASTROPHYSICS

Citation Formats

Bosch, James, Armstrong, Robert, Bickerton, Steven, Furusawa, Hisanori, Ikeda, Hiroyuki, Koike, Michitaro, Lupton, Robert, Mineo, Sogo, Price, Paul, Takata, Tadafumi, Tanaka, Masayuki, Yasuda, Naoki, AlSayyad, Yusra, Becker, Andrew C., Coulton, William, Coupon, Jean, Garmilla, Jose, Huang, Song, Krughoff, K. Simon, Lang, Dustin, Leauthaud, Alexie, Lim, Kian-Tat, Lust, Nate B., MacArthur, Lauren A., Mandelbaum, Rachel, Miyatake, Hironao, Miyazaki, Satoshi, Murata, Ryoma, More, Surhud, Okura, Yuki, Owen, Russell, Swinbank, John D., Strauss, Michael A., Yamada, Yoshihiko, and Yamanoi, Hitomi. The Hyper Suprime-Cam software pipeline. United States: N. p., 2017. Web. doi:10.1093/pasj/psx080.
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Bosch, James, Armstrong, Robert, Bickerton, Steven, Furusawa, Hisanori, Ikeda, Hiroyuki, Koike, Michitaro, Lupton, Robert, Mineo, Sogo, Price, Paul, Takata, Tadafumi, Tanaka, Masayuki, Yasuda, Naoki, AlSayyad, Yusra, Becker, Andrew C., Coulton, William, Coupon, Jean, Garmilla, Jose, Huang, Song, Krughoff, K. Simon, Lang, Dustin, Leauthaud, Alexie, Lim, Kian-Tat, Lust, Nate B., MacArthur, Lauren A., Mandelbaum, Rachel, Miyatake, Hironao, Miyazaki, Satoshi, Murata, Ryoma, More, Surhud, Okura, Yuki, Owen, Russell, Swinbank, John D., Strauss, Michael A., Yamada, Yoshihiko, & Yamanoi, Hitomi. The Hyper Suprime-Cam software pipeline. United States. https://doi.org/10.1093/pasj/psx080
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Bosch, James, Armstrong, Robert, Bickerton, Steven, Furusawa, Hisanori, Ikeda, Hiroyuki, Koike, Michitaro, Lupton, Robert, Mineo, Sogo, Price, Paul, Takata, Tadafumi, Tanaka, Masayuki, Yasuda, Naoki, AlSayyad, Yusra, Becker, Andrew C., Coulton, William, Coupon, Jean, Garmilla, Jose, Huang, Song, Krughoff, K. Simon, Lang, Dustin, Leauthaud, Alexie, Lim, Kian-Tat, Lust, Nate B., MacArthur, Lauren A., Mandelbaum, Rachel, Miyatake, Hironao, Miyazaki, Satoshi, Murata, Ryoma, More, Surhud, Okura, Yuki, Owen, Russell, Swinbank, John D., Strauss, Michael A., Yamada, Yoshihiko, and Yamanoi, Hitomi. Thu . "The Hyper Suprime-Cam software pipeline". United States. https://doi.org/10.1093/pasj/psx080. https://www.osti.gov/servlets/purl/1425668.
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@article{osti_1425668,
title = {The Hyper Suprime-Cam software pipeline},
author = {Bosch, James and Armstrong, Robert and Bickerton, Steven and Furusawa, Hisanori and Ikeda, Hiroyuki and Koike, Michitaro and Lupton, Robert and Mineo, Sogo and Price, Paul and Takata, Tadafumi and Tanaka, Masayuki and Yasuda, Naoki and AlSayyad, Yusra and Becker, Andrew C. and Coulton, William and Coupon, Jean and Garmilla, Jose and Huang, Song and Krughoff, K. Simon and Lang, Dustin and Leauthaud, Alexie and Lim, Kian-Tat and Lust, Nate B. and MacArthur, Lauren A. and Mandelbaum, Rachel and Miyatake, Hironao and Miyazaki, Satoshi and Murata, Ryoma and More, Surhud and Okura, Yuki and Owen, Russell and Swinbank, John D. and Strauss, Michael A. and Yamada, Yoshihiko and Yamanoi, Hitomi},
abstractNote = {Here in this article, we describe the optical imaging data processing pipeline developed for the Subaru Telescope’s Hyper Suprime-Cam (HSC) instrument. The HSC Pipeline builds on the prototype pipeline being developed by the Large Synoptic Survey Telescope’s Data Management system, adding customizations for HSC, large-scale processing capabilities, and novel algorithms that have since been reincorporated into the LSST codebase. While designed primarily to reduce HSC Subaru Strategic Program (SSP) data, it is also the recommended pipeline for reducing general-observer HSC data. The HSC pipeline includes high-level processing steps that generate coadded images and science-ready catalogs as well as low-level detrending and image characterizations.},
doi = {10.1093/pasj/psx080},
journal = {Publications of the Astronomical Society of Japan},
number = SP1,
volume = 70,
place = {United States},
year = {Thu Oct 12 00:00:00 EDT 2017},
month = {Thu Oct 12 00:00:00 EDT 2017}
}
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https://doi.org/10.1093/pasj/psx080
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    Survey of Gravitationally Lensed Objects in HSC Imaging (SuGOHI). II. Environments and Line-of-Sight Structure of Strong Gravitational Lens Galaxies to z ∼ 0.8
    journal, November 2018

    • Wong, Kenneth C.; Sonnenfeld, Alessandro; Chan, James H. H.
    • The Astrophysical Journal, Vol. 867, Issue 2
    • DOI: 10.3847/1538-4357/aae381

    Subaru High- z Exploration of Low-luminosity Quasars (SHELLQs). V. Quasar Luminosity Function and Contribution to Cosmic Reionization at z = 6
    journal, December 2018

    • Matsuoka, Yoshiki; Strauss, Michael A.; Kashikawa, Nobunari
    • The Astrophysical Journal, Vol. 869, Issue 2
    • DOI: 10.3847/1538-4357/aaee7a

    A Census of Galaxy Constituents in a Coma Progenitor Observed at z > 3
    journal, January 2019

    Quiescent Galaxy Size and Spectroscopic Evolution: Combining HSC Imaging and Hectospec Spectroscopy
    journal, February 2019

    • Damjanov, Ivana; Zahid, H. Jabran; Geller, Margaret J.
    • The Astrophysical Journal, Vol. 872, Issue 1
    • DOI: 10.3847/1538-4357/aaf97d

    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
    • DOI: 10.3847/1538-4357/ab042c

    Weak-lensing Mass Calibration of ACTPol Sunyaev–Zel’dovich Clusters with the Hyper Suprime-Cam Survey
    journal, April 2019

    • Miyatake, Hironao; Battaglia, Nicholas; Hilton, Matt
    • The Astrophysical Journal, Vol. 875, Issue 1
    • DOI: 10.3847/1538-4357/ab0af0

    The Evolution of the Quenching of Star Formation in Cluster Galaxies since z ∼ 1
    journal, May 2019

    • Pintos-Castro, I.; Yee, H. K. C.; Muzzin, A.
    • The Astrophysical Journal, Vol. 876, Issue 1
    • DOI: 10.3847/1538-4357/ab14ee

    Optical Properties of Infrared-bright Dust-obscured Galaxies Viewed with Subaru Hyper Suprime-Cam
    journal, May 2019

    • Noboriguchi, Akatoki; Nagao, Tohru; Toba, Yoshiki
    • The Astrophysical Journal, Vol. 876, Issue 2
    • DOI: 10.3847/1538-4357/ab1754

    The Brightest UV-selected Galaxies in Protoclusters at z ∼ 4: Ancestors of Brightest Cluster Galaxies?
    journal, June 2019

    • Ito, Kei; Kashikawa, Nobunari; Toshikawa, Jun
    • The Astrophysical Journal, Vol. 878, Issue 1
    • DOI: 10.3847/1538-4357/ab1f0c

    Hyper Wide Field Imaging of the Local Group Dwarf Irregular Galaxy IC 1613: An Extended Component of Metal-poor Stars
    journal, July 2019

    • Pucha, Ragadeepika; Carlin, Jeffrey L.; Willman, Beth
    • The Astrophysical Journal, Vol. 880, Issue 2
    • DOI: 10.3847/1538-4357/ab29fb

    The Rest-frame H -band Luminosity Function of Red-sequence Galaxies in Clusters at 1.0 < z < 1.3
    journal, August 2019

    • Chan, Jeffrey C. C.; Wilson, Gillian; Rudnick, Gregory
    • The Astrophysical Journal, Vol. 880, Issue 2
    • DOI: 10.3847/1538-4357/ab2b3a

    HSC16aayt: A Slowly Evolving Interacting Transient Rising for More than 100 Days
    journal, September 2019

    • Moriya, Takashi J.; Tanaka, Masaomi; Morokuma, Tomoki
    • The Astrophysical Journal, Vol. 882, Issue 1
    • DOI: 10.3847/1538-4357/ab2f80

    Evidence for the Cross-correlation between Cosmic Microwave Background Polarization Lensing from Polarbear and Cosmic Shear from Subaru Hyper Suprime-Cam
    journal, September 2019

    Subaru High- z Exploration of Low-luminosity Quasars (SHELLQs). X. Discovery of 35 Quasars and Luminous Galaxies at 5.7 ≤ z ≤ 7.0
    journal, October 2019

    • Matsuoka, Yoshiki; Iwasawa, Kazushi; Onoue, Masafusa
    • The Astrophysical Journal, Vol. 883, Issue 2
    • DOI: 10.3847/1538-4357/ab3c60

    A Rapidly Declining Transient Discovered with the Subaru/Hyper Suprime-Cam
    journal, October 2019

    • Tominaga, Nozomu; Morokuma, Tomoki; Tanaka, Masaomi
    • The Astrophysical Journal, Vol. 885, Issue 1
    • DOI: 10.3847/1538-4357/ab425c

    Stellar Population and Structural Properties of Dwarf Galaxies and Young Stellar Systems in the M81 Group
    journal, October 2019

    • Okamoto, Sakurako; Arimoto, Nobuo; Ferguson, Annette M. N.
    • The Astrophysical Journal, Vol. 884, Issue 2
    • DOI: 10.3847/1538-4357/ab44a7

    Tidal Destruction in a Low-mass Galaxy Environment: The Discovery of Tidal Tails around DDO 44
    journal, November 2019

    • Carlin, Jeffrey L.; Garling, Christopher T.; Peter, Annika H. G.
    • The Astrophysical Journal, Vol. 886, Issue 2
    • DOI: 10.3847/1538-4357/ab4c32

    Evidence for a Highly Opaque Large-scale Galaxy Void at the End of Reionization
    journal, December 2019

    • Kashino, Daichi; Lilly, Simon J.; Shibuya, Takatoshi
    • The Astrophysical Journal, Vol. 888, Issue 1
    • DOI: 10.3847/1538-4357/ab5a7d

    Subaru High- z Exploration of Low-luminosity Quasars (SHELLQs). IV. Discovery of 41 Quasars and Luminous Galaxies at 5.7 ≤ z ≤ 6.9
    journal, July 2018

    • Matsuoka, Yoshiki; Iwasawa, Kazushi; Onoue, Masafusa
    • The Astrophysical Journal Supplement Series, Vol. 237, Issue 1
    • DOI: 10.3847/1538-4365/aac724

    First Release of High-Redshift Superluminous Supernovae from the Subaru HIgh- Z SUpernova CAmpaign (SHIZUCA). I. Photometric Properties
    journal, March 2019

    • Moriya, Takashi J.; Tanaka, Masaomi; Yasuda, Naoki
    • The Astrophysical Journal Supplement Series, Vol. 241, Issue 2
    • DOI: 10.3847/1538-4365/ab07c5

    A Wide and Deep Exploration of Radio Galaxies with Subaru HSC (WERGS). II. Physical Properties Derived from the SED Fitting with Optical, Infrared, and Radio Data
    journal, July 2019

    • Toba, Yoshiki; Yamashita, Takuji; Nagao, Tohru
    • The Astrophysical Journal Supplement Series, Vol. 243, Issue 1
    • DOI: 10.3847/1538-4365/ab238d

    OSSOS. XII. Variability Studies of 65 Trans-Neptunian Objects Using the Hyper Suprime-Cam
    journal, September 2019

    • Alexandersen, Mike; Benecchi, Susan D.; Chen, Ying-Tung
    • The Astrophysical Journal Supplement Series, Vol. 244, Issue 1
    • DOI: 10.3847/1538-4365/ab2fe4

    Stellar Velocity Dispersion of a Massive Quenching Galaxy at z = 4.01
    journal, November 2019

    • Tanaka, Masayuki; Valentino, Francesco; Toft, Sune
    • The Astrophysical Journal, Vol. 885, Issue 2
    • DOI: 10.3847/2041-8213/ab4ff3

    Deep Hyper Suprime-Cam Images and a Forced Photometry Catalog in W-CDF-S
    journal, January 2019

    Optical properties of infrared-bright dust-obscured galaxies viewed with Subaru Hyper Suprime-Cam
    journal, November 2019

    • Noboriguchi, A.; Nagao, T.; Toba, Y.
    • Proceedings of the International Astronomical Union, Vol. 15, Issue S341
    • DOI: 10.1017/s1743921319002400

    LSST: from Science Drivers to Reference Design and Anticipated Data Products
    text, January 2008

    Characterization and Photometric Performance of the Hyper Suprime-Cam Software Pipeline
    text, January 2017

    Subaru Hyper Suprime-Cam Survey for An Optical Counterpart of GW170817
    text, January 2017

    Stellar Stream and Halo Structure in the Andromeda Galaxy From a Subaru/Hyper Suprime-Cam Survey
    text, January 2017

    Optical properties of infrared-bright dust-obscured galaxies viewed with Subaru Hyper Suprime-Cam
    text, January 2018

    A Study of Two Diffuse Dwarf Galaxies in the Field
    text, January 2018

    Cosmology from cosmic shear power spectra with Subaru Hyper Suprime-Cam first-year data
    text, January 2018

    Quiescent Galaxy Size and Spectroscopic Evolution: Combining HSC Imaging and Hectospec Spectroscopy
    text, January 2018

    The stellar halo of isolated central galaxies in the Hyper Suprime-Cam imaging survey
    text, January 2018

    OSSOS XII: Variability studies of 65 Trans-Neptunian Objects using the Hyper Suprime-Cam
    text, January 2018

    Halo Concentration, Galaxy Red Fraction, and Gas Properties of Optically-defined Merging Clusters
    text, January 2018

    Deep Hyper Suprime-Cam Images and a Forced Photometry Catalog in W-CDF-S
    preprint, January 2018

    Fast algorithms for slow moving asteroids: constraints on the distribution of Kuiper Belt Objects
    text, January 2019

    Searches for Population III Pair-Instability Supernovae: Impact of Gravitational Lensing Magnification
    text, January 2019

    The Hyper Suprime-Cam SSP Transient Survey in COSMOS: Overview
    text, January 2019

    Second Data Release of the Hyper Suprime-Cam Subaru Strategic Program
    text, January 2019

    The whole picture of the large-scale structure of the CL1604 supercluster at z$\sim$0.9
    text, January 2019

    HSC16aayt: Slowly evolving interacting transient rising for more than 100 days
    text, January 2019

    A rapidly declining transient discovered with Subaru/Hyper Suprime-Cam
    text, January 2019

    Evidence for a highly opaque large-scale galaxy void at the end of reionization
    text, January 2019

    Stellar Velocity Dispersion of a Massive Quenching Galaxy at z=4.01
    text, January 2019

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