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Title: Second data release of the Hyper Suprime-Cam Subaru Strategic Program

Abstract

This paper presents the second data release of the Hyper Suprime-Cam Subaru Strategic Program, a wide-field optical imaging survey using the 8.2 m Subaru Telescope. We report the release includes data from 174 nights of observation through 2018 January. The Wide layer data cover about 300 deg$^2$ in all five broad-band filters ($grizy$) to the nominal survey exposure (10 min in $gr$ and 20 min in $izy$). Partially observed areas are also included in the release; about 1100 deg$^2$ is observed in at least one filter and one exposure. The median seeing in the i-band is $${0_{.}^{\prime \prime }6}$$, demonstrating the superb image quality of the survey. The Deep (26 deg$^2$) and UltraDeep (4 deg$^2$) data are jointly processed and the UltraDeep-COSMOS field reaches an unprecedented depth of $$i\sim 28$$ at $$5 \, \sigma$$ for point sources. In addition to the broad-band data, narrow-band data are also available in the Deep and UltraDeep fields. This release includes a major update to the processing pipeline, including improved sky subtraction, PSF modeling, object detection, and artifact rejection. The overall data quality has been improved, but this release is not without problems; there is a persistent deblender problem as well as new issues with masks around bright stars. The user is encouraged to review the issue list before utilizing the data for scientific explorations. All the image products as well as catalog products are available for download. The catalogs are also loaded into a database, which provides an easy interface for users to retrieve data for objects of interest. In addition to these main data products, detailed galaxy shape measurements withheld from Public Data Release 1 (PDR1) are now available to the community. The shape catalog is drawn from the S16A internal release, which has a larger area than PDR1 (160 deg$^2$). All products are available at the data release site, https://hsc-release.mtk.nao.ac.jp/.

Authors:
 [1];  [2];  [3];  [4]; ORCiD logo [2];  [5];  [6];  [6];  [2];  [7];  [8];  [9];  [9]; ORCiD logo [10];  [6];  [6];  [11]; ORCiD logo [12];  [13];  [14] more »; ORCiD logo [15]; ORCiD logo [11];  [11];  [6];  [12]; ORCiD logo [16]; ORCiD logo [11];  [9];  [1];  [2];  [2];  [2];  [17];  [6];  [18];  [6];  [19];  [1];  [11]; ORCiD logo [20];  [21]; ORCiD logo [22];  [23]; ORCiD logo [6];  [14];  [23];  [24]; ORCiD logo [25];  [26];  [27];  [2];  [28];  [29];  [8];  [23];  [6];  [6];  [12];  [23]; ORCiD logo [30];  [6];  [31];  [9];  [8];  [6] « less
  1. Department of Physics, The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo 113-0033, Japan, Kavli Institute for the Physics and Mathematics of the Universe (Kavli IPMU, WPI), The University of Tokyo, 5-1-5 Kashiwanoha, Kashiwa, Chiba 277-8583, Japan
  2. Department of Astrophysical Sciences, Princeton University, 4 Ivy Lane, Princeton, NJ 08544, USA
  3. Department of Astronomy, Graduate School of Science, The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo 113-0033, Japan
  4. Lawrence Livermore National Laboratory, 7000 East Avenue, Livermore, CA 94551, USA
  5. Steward Observatory, The University of Arizona, 933 North Cherry Avenue, Tucson, AZ 85721-0065, USA
  6. National Astronomical Observatory of Japan, 2-21-1 Osawa, Mitaka, Tokyo 181-8588, Japan
  7. National Astronomical Observatory of Japan, 2-21-1 Osawa, Mitaka, Tokyo 181-8588, Japan, Institute for Cosmic Ray Research, The University of Tokyo, 5-1-5 Kashiwanoha, Kashiwa, Chiba 277-8582, Japan
  8. Kavli Institute for the Physics and Mathematics of the Universe (Kavli IPMU, WPI), The University of Tokyo, 5-1-5 Kashiwanoha, Kashiwa, Chiba 277-8583, Japan
  9. Institute of Astronomy and Astrophysics, Academia Sinica, 11F of Astronomy-Mathematics Building, AS/NTU No. 1, Sec. 4, Roosevelt Rd, Taipei 10617, Taiwan, R.O.C
  10. Department of Astronomy and Astrophysics, University of California, Santa Cruz, 1156 High Street, Santa Cruz, CA 95064, USA
  11. Department of Astronomy, School of Science, Graduate University for Advanced Studies (SOKENDAI), 2-21-1 Osawa, Mitaka, Tokyo 181-8588, Japan
  12. National Astronomical Observatory of Japan, 2-21-1 Osawa, Mitaka, Tokyo 181-8588, Japan, Department of Astronomy, School of Science, Graduate University for Advanced Studies (SOKENDAI), 2-21-1 Osawa, Mitaka, Tokyo 181-8588, Japan
  13. Department of Physics, Kindai University, 3-4-1 Kowakae, Higashi-Osaka, Osaka 577-8502, Japan
  14. Institute for Cosmic Ray Research, The University of Tokyo, 5-1-5 Kashiwanoha, Kashiwa, Chiba 277-8582, Japan
  15. Department of Physics, The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo 113-0033, Japan
  16. Kavli Institute for the Physics and Mathematics of the Universe (Kavli IPMU, WPI), The University of Tokyo, 5-1-5 Kashiwanoha, Kashiwa, Chiba 277-8583, Japan, Department of Astronomy, Graduate School of Science, The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo 113-0033, Japan
  17. Research Center for Space and Cosmic Evolution, Ehime University, 2-5 Bunkyo-cho, Matsuyama, Ehime 790-8577, Japan
  18. Kavli Institute for the Physics and Mathematics of the Universe (Kavli IPMU, WPI), The University of Tokyo, 5-1-5 Kashiwanoha, Kashiwa, Chiba 277-8583, Japan, Institute for Advanced Research, Nagoya University, Furocho, Chikusa-ku, Nagoya, Aichi 464-8602, Japan, Division of Particle and Astrophysical Science, Graduate School of Science, Nagoya University, Furo-cho, Chikusa-ku, Nagoya, Aichi 464-8602, Japan
  19. Inter University Centre for Astronomy and Astrophysics, Ganeshkhind, Pune 411007, India
  20. Institute for Advanced Research, Nagoya University, Furocho, Chikusa-ku, Nagoya, Aichi 464-8602, Japan, Division of Particle and Astrophysical Science, Graduate School of Science, Nagoya University, Furo-cho, Chikusa-ku, Nagoya, Aichi 464-8602, Japan
  21. Department of Physics, The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo 113-0033, Japan, Kavli Institute for the Physics and Mathematics of the Universe (Kavli IPMU, WPI), The University of Tokyo, 5-1-5 Kashiwanoha, Kashiwa, Chiba 277-8583, Japan, Research Center for the Early Universe, The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo 113-0033, Japan
  22. Hiroshima Astrophysical Science Center, Hiroshima University, 1-3-1 Kagamiyama, Higashi-Hiroshima, Hiroshima, 739-8526, Japan
  23. Subaru Telescope, National Astronomical Observatory of Japan, 650 N A'ohoku Pl, Hilo, HI 96720, USA
  24. Max Planck Institut für Astronomie, Königstuhl 17, D-69117 Heidelberg, Germany
  25. Institut d’Astrophysique de Paris, Sorbonne Université, CNRS, UMR 7095, 98 bis boulevard Arago, 75014 Paris, France
  26. Kavli Institute for the Physics and Mathematics of the Universe (Kavli IPMU, WPI), The University of Tokyo, 5-1-5 Kashiwanoha, Kashiwa, Chiba 277-8583, Japan, Institute for Cosmic Ray Research, The University of Tokyo, 5-1-5 Kashiwanoha, Kashiwa, Chiba 277-8582, Japan
  27. Kitami Institute of Technology, 165 Koen-cho, Kitami, Hokkaido 090-8507, Japan
  28. Kavli Institute for the Physics and Mathematics of the Universe (Kavli IPMU, WPI), The University of Tokyo, 5-1-5 Kashiwanoha, Kashiwa, Chiba 277-8583, Japan, Department of Physics and Astrophysics, Nagoya University, Furo-cho, Chikusa-ku, Nagoya, Aichi 464-8602, Japan
  29. Department of Physics, The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo 113-0033, Japan, Research Center for the Early Universe, The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo 113-0033, Japan
  30. Department of Astronomy, Kyoto University, Kitashirakawa-Oiwake-cho, Sakyo-ku, Kyoto, Kyoto 606-8502, Japan
  31. Kavli Institute for Particle Astrophysics and Cosmology, SLAC National Accelerator Laboratory, Stanford University, 2575 Sand Hill Road, M/S 29, Menlo Park, CA 94025, USA
Publication Date:
Research Org.:
SLAC National Accelerator Laboratory (SLAC), Menlo Park, CA (United States)
Sponsoring Org.:
USDOE Office of Science (SC); National Aeronautics and Space Administration (NASA); National Science Foundation (NSF); Gordon and Betty Moore Foundation; Alfred P. Sloan Foundation; Ministry of Education, Culture, Sports, Science and Technology (MEXT); Japan Society for the Promotion of Science (JSPS); Japan Science and Technology Agency (JST); Toray Science Foundation; National Astronomical Observatory of Japan (NAOJ); Kavli Institute for the Physics and Mathematics of the Universe (Kavli IPMU); High Energy Accelerator Research Organization (KEK); Academia Sinica Institute for Astronomy and Astrophysics in Taiwan (ASIAA); Princeton University
Contributing Org.:
Hyper Suprime-Cam (HSC) Collaboration
OSTI Identifier:
1571347
Alternate Identifier(s):
OSTI ID: 1604746
Grant/Contract Number:  
AC02-76SF00515; 15H05887; 15H05892; 15H05893; NNX08AR22G; NAS5-26555; NNG04GC89G; Spitzer-1356708; 08-ADP08-0019; NNX09AC95G; AST-1238877; AST-95-09298; AST-0071048; AST-0507428; AST-0507483; AST-0607701; AST-0908246; AST-0908442; AST-0908354; AST-0808133; AST-0807630; AST-0806732
Resource Type:
Published Article
Journal Name:
Publications of the Astronomical Society of Japan
Additional Journal Information:
Journal Name: Publications of the Astronomical Society of Japan Journal Volume: 71 Journal Issue: 6; Journal ID: ISSN 0004-6264
Publisher:
Astronomical Society of Japan
Country of Publication:
Japan
Language:
English
Subject:
79 ASTRONOMY AND ASTROPHYSICS; Surveys; Astronomical databases; Galaxies: general; Cosmology: observations

Citation Formats

Aihara, Hiroaki, AlSayyad, Yusra, Ando, Makoto, Armstrong, Robert, Bosch, James, Egami, Eiichi, Furusawa, Hisanori, Furusawa, Junko, Goulding, Andy, Harikane, Yuichi, Hikage, Chiaki, Ho, Paul T. P., Hsieh, Bau-Ching, Huang, Song, Ikeda, Hiroyuki, Imanishi, Masatoshi, Ito, Kei, Iwata, Ikuru, Jaelani, Anton T., Kakuma, Ryota, Kawana, Kojiro, Kikuta, Satoshi, Kobayashi, Umi, Koike, Michitaro, Komiyama, Yutaka, Li, Xiangchong, Liang, Yongming, Lin, Yen-Ting, Luo, Wentao, Lupton, Robert, Lust, Nate B., MacArthur, Lauren A., Matsuoka, Yoshiki, Mineo, Sogo, Miyatake, Hironao, Miyazaki, Satoshi, More, Surhud, Murata, Ryoma, Namiki, Shigeru V., Nishizawa, Atsushi J., Oguri, Masamune, Okabe, Nobuhiro, Okamoto, Sakurako, Okura, Yuki, Ono, Yoshiaki, Onodera, Masato, Onoue, Masafusa, Osato, Ken, Ouchi, Masami, Shibuya, Takatoshi, Strauss, Michael A., Sugiyama, Naoshi, Suto, Yasushi, Takada, Masahiro, Takagi, Yuhei, Takata, Tadafumi, Takita, Satoshi, Tanaka, Masayuki, Terai, Tsuyoshi, Toba, Yoshiki, Uchiyama, Hisakazu, Utsumi, Yousuke, Wang, Shiang-Yu, Wang, Wenting, and Yamada, Yoshihiko. Second data release of the Hyper Suprime-Cam Subaru Strategic Program. Japan: N. p., 2019. Web. doi:10.1093/pasj/psz103.
Aihara, Hiroaki, AlSayyad, Yusra, Ando, Makoto, Armstrong, Robert, Bosch, James, Egami, Eiichi, Furusawa, Hisanori, Furusawa, Junko, Goulding, Andy, Harikane, Yuichi, Hikage, Chiaki, Ho, Paul T. P., Hsieh, Bau-Ching, Huang, Song, Ikeda, Hiroyuki, Imanishi, Masatoshi, Ito, Kei, Iwata, Ikuru, Jaelani, Anton T., Kakuma, Ryota, Kawana, Kojiro, Kikuta, Satoshi, Kobayashi, Umi, Koike, Michitaro, Komiyama, Yutaka, Li, Xiangchong, Liang, Yongming, Lin, Yen-Ting, Luo, Wentao, Lupton, Robert, Lust, Nate B., MacArthur, Lauren A., Matsuoka, Yoshiki, Mineo, Sogo, Miyatake, Hironao, Miyazaki, Satoshi, More, Surhud, Murata, Ryoma, Namiki, Shigeru V., Nishizawa, Atsushi J., Oguri, Masamune, Okabe, Nobuhiro, Okamoto, Sakurako, Okura, Yuki, Ono, Yoshiaki, Onodera, Masato, Onoue, Masafusa, Osato, Ken, Ouchi, Masami, Shibuya, Takatoshi, Strauss, Michael A., Sugiyama, Naoshi, Suto, Yasushi, Takada, Masahiro, Takagi, Yuhei, Takata, Tadafumi, Takita, Satoshi, Tanaka, Masayuki, Terai, Tsuyoshi, Toba, Yoshiki, Uchiyama, Hisakazu, Utsumi, Yousuke, Wang, Shiang-Yu, Wang, Wenting, & Yamada, Yoshihiko. Second data release of the Hyper Suprime-Cam Subaru Strategic Program. Japan. https://doi.org/10.1093/pasj/psz103
Aihara, Hiroaki, AlSayyad, Yusra, Ando, Makoto, Armstrong, Robert, Bosch, James, Egami, Eiichi, Furusawa, Hisanori, Furusawa, Junko, Goulding, Andy, Harikane, Yuichi, Hikage, Chiaki, Ho, Paul T. P., Hsieh, Bau-Ching, Huang, Song, Ikeda, Hiroyuki, Imanishi, Masatoshi, Ito, Kei, Iwata, Ikuru, Jaelani, Anton T., Kakuma, Ryota, Kawana, Kojiro, Kikuta, Satoshi, Kobayashi, Umi, Koike, Michitaro, Komiyama, Yutaka, Li, Xiangchong, Liang, Yongming, Lin, Yen-Ting, Luo, Wentao, Lupton, Robert, Lust, Nate B., MacArthur, Lauren A., Matsuoka, Yoshiki, Mineo, Sogo, Miyatake, Hironao, Miyazaki, Satoshi, More, Surhud, Murata, Ryoma, Namiki, Shigeru V., Nishizawa, Atsushi J., Oguri, Masamune, Okabe, Nobuhiro, Okamoto, Sakurako, Okura, Yuki, Ono, Yoshiaki, Onodera, Masato, Onoue, Masafusa, Osato, Ken, Ouchi, Masami, Shibuya, Takatoshi, Strauss, Michael A., Sugiyama, Naoshi, Suto, Yasushi, Takada, Masahiro, Takagi, Yuhei, Takata, Tadafumi, Takita, Satoshi, Tanaka, Masayuki, Terai, Tsuyoshi, Toba, Yoshiki, Uchiyama, Hisakazu, Utsumi, Yousuke, Wang, Shiang-Yu, Wang, Wenting, and Yamada, Yoshihiko. Tue . "Second data release of the Hyper Suprime-Cam Subaru Strategic Program". Japan. https://doi.org/10.1093/pasj/psz103.
@article{osti_1571347,
title = {Second data release of the Hyper Suprime-Cam Subaru Strategic Program},
author = {Aihara, Hiroaki and AlSayyad, Yusra and Ando, Makoto and Armstrong, Robert and Bosch, James and Egami, Eiichi and Furusawa, Hisanori and Furusawa, Junko and Goulding, Andy and Harikane, Yuichi and Hikage, Chiaki and Ho, Paul T. P. and Hsieh, Bau-Ching and Huang, Song and Ikeda, Hiroyuki and Imanishi, Masatoshi and Ito, Kei and Iwata, Ikuru and Jaelani, Anton T. and Kakuma, Ryota and Kawana, Kojiro and Kikuta, Satoshi and Kobayashi, Umi and Koike, Michitaro and Komiyama, Yutaka and Li, Xiangchong and Liang, Yongming and Lin, Yen-Ting and Luo, Wentao and Lupton, Robert and Lust, Nate B. and MacArthur, Lauren A. and Matsuoka, Yoshiki and Mineo, Sogo and Miyatake, Hironao and Miyazaki, Satoshi and More, Surhud and Murata, Ryoma and Namiki, Shigeru V. and Nishizawa, Atsushi J. and Oguri, Masamune and Okabe, Nobuhiro and Okamoto, Sakurako and Okura, Yuki and Ono, Yoshiaki and Onodera, Masato and Onoue, Masafusa and Osato, Ken and Ouchi, Masami and Shibuya, Takatoshi and Strauss, Michael A. and Sugiyama, Naoshi and Suto, Yasushi and Takada, Masahiro and Takagi, Yuhei and Takata, Tadafumi and Takita, Satoshi and Tanaka, Masayuki and Terai, Tsuyoshi and Toba, Yoshiki and Uchiyama, Hisakazu and Utsumi, Yousuke and Wang, Shiang-Yu and Wang, Wenting and Yamada, Yoshihiko},
abstractNote = {This paper presents the second data release of the Hyper Suprime-Cam Subaru Strategic Program, a wide-field optical imaging survey using the 8.2 m Subaru Telescope. We report the release includes data from 174 nights of observation through 2018 January. The Wide layer data cover about 300 deg$^2$ in all five broad-band filters ($grizy$) to the nominal survey exposure (10 min in $gr$ and 20 min in $izy$). Partially observed areas are also included in the release; about 1100 deg$^2$ is observed in at least one filter and one exposure. The median seeing in the i-band is ${0_{.}^{\prime \prime }6}$, demonstrating the superb image quality of the survey. The Deep (26 deg$^2$) and UltraDeep (4 deg$^2$) data are jointly processed and the UltraDeep-COSMOS field reaches an unprecedented depth of $i\sim 28$ at $5 \, \sigma$ for point sources. In addition to the broad-band data, narrow-band data are also available in the Deep and UltraDeep fields. This release includes a major update to the processing pipeline, including improved sky subtraction, PSF modeling, object detection, and artifact rejection. The overall data quality has been improved, but this release is not without problems; there is a persistent deblender problem as well as new issues with masks around bright stars. The user is encouraged to review the issue list before utilizing the data for scientific explorations. All the image products as well as catalog products are available for download. The catalogs are also loaded into a database, which provides an easy interface for users to retrieve data for objects of interest. In addition to these main data products, detailed galaxy shape measurements withheld from Public Data Release 1 (PDR1) are now available to the community. The shape catalog is drawn from the S16A internal release, which has a larger area than PDR1 (160 deg$^2$). All products are available at the data release site, https://hsc-release.mtk.nao.ac.jp/.},
doi = {10.1093/pasj/psz103},
journal = {Publications of the Astronomical Society of Japan},
number = 6,
volume = 71,
place = {Japan},
year = {Tue Oct 22 00:00:00 EDT 2019},
month = {Tue Oct 22 00:00:00 EDT 2019}
}

Journal Article:
Free Publicly Available Full Text
Publisher's Version of Record
https://doi.org/10.1093/pasj/psz103

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Cited by: 283 works
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Figures / Tables:

Fig. 1 Fig. 1: The area covered in this release shown in equatorial coordinates. The blue and green areas show the Wide and Deep+UltraDeep layers, respectively. For the Wide layer, the darker color means that the area is observed in more filters (up to 5 filters). The red boxes indicate the approximatemore » boundaries of the three disjoint regions that will make up the final Wide survey. The Galactic extinction map from Schlegel et al. (1998) is shown in the background.« less

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journal, July 2018


THE 3D-HST SURVEY: HUBBLE SPACE TELESCOPE WFC3/G141 GRISM SPECTRA, REDSHIFTS, AND EMISSION LINE MEASUREMENTS FOR ∼100,000 GALAXIES
journal, August 2016

  • Momcheva, Ivelina G.; Brammer, Gabriel B.; van Dokkum, Pieter G.
  • The Astrophysical Journal Supplement Series, Vol. 225, Issue 2
  • DOI: 10.3847/0067-0049/225/2/27

Preparing Red‐Green‐Blue Images from CCD Data
journal, February 2004

  • Lupton, Robert; Blanton, Michael R.; Fekete, George
  • Publications of the Astronomical Society of the Pacific, Vol. 116, Issue 816
  • DOI: 10.1086/382245

The Gaia mission
journal, November 2016


Gaia Data Release 1 : Summary of the astrometric, photometric, and survey properties
journal, November 2016


The Deep3 Galaxy Redshift Survey: Keck/Deimos Spectroscopy in the Goods-N Field
journal, March 2011

  • Cooper, Michael C.; Aird, James A.; Coil, Alison L.
  • The Astrophysical Journal Supplement Series, Vol. 193, Issue 1
  • DOI: 10.1088/0067-0049/193/1/14

The sizes, masses and specific star formation rates of massive galaxies at 1.3 < z < 1.5: strong evidence in favour of evolution via minor mergers
journal, November 2012

  • McLure, R. J.; Pearce, H. J.; Dunlop, J. S.
  • Monthly Notices of the Royal Astronomical Society, Vol. 428, Issue 2
  • DOI: 10.1093/mnras/sts092

Hyper Suprime-Cam: Camera dewar design
journal, September 2017

  • Komiyama, Yutaka; Obuchi, Yoshiyuki; Nakaya, Hidehiko
  • Publications of the Astronomical Society of Japan, Vol. 70, Issue SP1
  • DOI: 10.1093/pasj/psx069

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

Photometric redshifts for Hyper Suprime-Cam Subaru Strategic Program Data Release 1
journal, October 2017

  • Tanaka, Masayuki; Coupon, Jean; Hsieh, Bau-Ching
  • Publications of the Astronomical Society of Japan, Vol. 70, Issue SP1
  • DOI: 10.1093/pasj/psx077

The Sloan Digital Sky Survey Quasar Catalog: Fourteenth data release
journal, May 2018


Photometric Calibration of the First 1.5 Years of the Pan-Starrs1 Survey
journal, August 2012


Clustering properties of high-redshift red galaxies in SA22 from the UKIDSS Deep eXtragalactic Survey: Clustering of EROs and DRGs in UKIDSS DXS SA22
journal, September 2010


Coaddition Artifact Rejection and CompareWarp
text, January 2018


Shear calibration biases in weak-lensing surveys
journal, August 2003


Lossless Astronomical Image Compression and the Effects of Noise
journal, April 2009

  • Pence, W. D.; Seaman, R.; White, R. L.
  • Publications of the Astronomical Society of the Pacific, Vol. 121, Issue 878
  • DOI: 10.1086/599023

Cosmology from cosmic shear power spectra with Subaru Hyper Suprime-Cam first-year data
journal, March 2019

  • Hikage, Chiaki; Oguri, Masamune; Hamana, Takashi
  • Publications of the Astronomical Society of Japan, Vol. 71, Issue 2
  • DOI: 10.1093/pasj/psz010

3d-Hst Wfc3-Selected Photometric Catalogs in the five Candels/3d-Hst Fields: Photometry, Photometric Redshifts, and Stellar Masses
journal, October 2014

  • Skelton, Rosalind E.; Whitaker, Katherine E.; Momcheva, Ivelina G.
  • The Astrophysical Journal Supplement Series, Vol. 214, Issue 2
  • DOI: 10.1088/0067-0049/214/2/24

The VIMOS Public Extragalactic Survey (VIPERS): First Data Release of 57 204 spectroscopic measurements
journal, January 2014


The on-site quality-assurance system for Hyper Suprime-Cam: OSQAH†
journal, September 2017

  • Furusawa, Hisanori; Koike, Michitaro; Takata, Tadafumi
  • Publications of the Astronomical Society of Japan, Vol. 70, Issue SP1
  • DOI: 10.1093/pasj/psx079