diff --git a/paper/paper.bib b/paper/paper.bib index 887de27e..7f87b5b6 100755 --- a/paper/paper.bib +++ b/paper/paper.bib @@ -1,7 +1,7 @@ @ARTICLE{Bertin1996, author = {{Bertin}, E. and {Arnouts}, S.}, title = "{SExtractor: Software for source extraction.}", - journal = {\aaps}, + journal = {Astronomy and Astrophysics Supplement}, keywords = {METHODS: DATA ANALYSIS, TECHNIQUES: IMAGE PROCESSING, GALAXIES: PHOTOMETRY}, year = "1996", month = "Jun", @@ -46,7 +46,7 @@ @INPROCEEDINGS{Cowley1997 @ARTICLE{Oke1995, author = {{Oke}, J.~B. and {Cohen}, J.~G. and {Carr}, M. and {Cromer}, J. and {Dingizian}, A. and {Harris}, F.~H. and {Labrecque}, S. and {Lucinio}, R. and {Schaal}, W. and {Epps}, H. and {Miller}, J.}, title = "{The Keck Low-Resolution Imaging Spectrometer}", - journal = {\pasp}, + journal = {Publications of the Astronomical Society of the Pacific}, keywords = {INSTRUMENTATION: SPECTROGRAPHS}, year = 1995, month = apr, @@ -75,7 +75,7 @@ @INPROCEEDINGS{Davies1997 @ARTICLE{Fabricant2019, author = {{Fabricant}, Daniel and {Fata}, Robert and {Epps}, Harland and {Gauron}, Thomas and {Mueller}, Mark and {Zajac}, Joseph and {Amato}, Stephen and {Barberis}, Jack and {Bergner}, Henry and {Brennan}, Patricia and {Brown}, Warren and {Chilingarian}, Igor and {Geary}, John and {Kradinov}, Vladimir and {McLeod}, Brian and {Smith}, Matthew and {Woods}, Deborah}, title = "{Binospec: A Wide-field Imaging Spectrograph for the MMT}", - journal = {\pasp}, + journal = {Publications of the Astronomical Society of the Pacific}, keywords = {Astrophysics - Instrumentation and Methods for Astrophysics}, year = 2019, month = jul, @@ -93,7 +93,7 @@ @ARTICLE{Fabricant2019 @ARTICLE{McLeod2012, author = {{McLeod}, Brian and {Fabricant}, Daniel and {Nystrom}, George and {McCracken}, Ken and {Amato}, Stephen and {Bergner}, Henry and {Brown}, Warren and {Burke}, Michael and {Chilingarian}, Igor and {Conroy}, Maureen and {Curley}, Dylan and {Furesz}, Gabor and {Geary}, John and {Hertz}, Edward and {Holwell}, Justin and {Matthews}, Anne and {Norton}, Tim and {Park}, Sang and {Roll}, John and {Zajac}, Joseph and {Epps}, Harland and {Martini}, Paul}, title = "{MMT and Magellan Infrared Spectrograph}", - journal = {\pasp}, + journal = {Publications of the Astronomical Society of the Pacific}, keywords = {Astrophysics - Instrumentation and Methods for Astrophysics}, year = 2012, month = dec, @@ -119,7 +119,7 @@ @ARTICLE{Skrutskie2006 {Light}, R. and {Kopan}, E.~L. and {Marsh}, K.~A. and {McCallon}, H.~L. and {Tam}, R. and {Van Dyk}, S. and {Wheelock}, S.}, title = "{The Two Micron All Sky Survey (2MASS)}", - journal = {\aj}, + journal = {The Astronomical Journal}, keywords = {Catalogs, Infrared: General, Surveys}, year = "2006", month = "Feb", @@ -134,7 +134,7 @@ @ARTICLE{Skrutskie2006 @ARTICLE{Gaia2021, author = {{Gaia Collaboration} and {Brown}, A.~G.~A. and {Vallenari}, A. and {Prusti}, T. and {de Bruijne}, J.~H.~J. and {Babusiaux}, C. and {Biermann}, M. and {Creevey}, O.~L. and {Evans}, D.~W. and {Eyer}, L. and {Hutton}, A. and {Jansen}, F. and {Jordi}, C. and {Klioner}, S.~A. and {Lammers}, U. and {Lindegren}, L. and {Luri}, X. and {Mignard}, F. and {Panem}, C. and {Pourbaix}, D. and {Randich}, S. and {Sartoretti}, P. and {Soubiran}, C. and {Walton}, N.~A. and {Arenou}, F. and {Bailer-Jones}, C.~A.~L. and {Bastian}, U. and {Cropper}, M. and {Drimmel}, R. and {Katz}, D. and {Lattanzi}, M.~G. and {van Leeuwen}, F. and {Bakker}, J. and {Cacciari}, C. and {Casta{\~n}eda}, J. and {De Angeli}, F. and {Ducourant}, C. and {Fabricius}, C. and {Fouesneau}, M. and {Fr{\'e}mat}, Y. and {Guerra}, R. and {Guerrier}, A. and {Guiraud}, J. and {Jean-Antoine Piccolo}, A. and {Masana}, E. and {Messineo}, R. and {Mowlavi}, N. and {Nicolas}, C. and {Nienartowicz}, K. and {Pailler}, F. and {Panuzzo}, P. and {Riclet}, F. and {Roux}, W. and {Seabroke}, G.~M. and {Sordo}, R. and {Tanga}, P. and {Th{\'e}venin}, F. and {Gracia-Abril}, G. and {Portell}, J. and {Teyssier}, D. and {Altmann}, M. and {Andrae}, R. and {Bellas-Velidis}, I. and {Benson}, K. and {Berthier}, J. and {Blomme}, R. and {Brugaletta}, E. and {Burgess}, P.~W. and {Busso}, G. and {Carry}, B. and {Cellino}, A. and {Cheek}, N. and {Clementini}, G. and {Damerdji}, Y. and {Davidson}, M. and {Delchambre}, L. and {Dell'Oro}, A. and {Fern{\'a}ndez-Hern{\'a}ndez}, J. and {Galluccio}, L. and {Garc{\'\i}a-Lario}, P. and {Garcia-Reinaldos}, M. and {Gonz{\'a}lez-N{\'u}{\~n}ez}, J. and {Gosset}, E. and {Haigron}, R. and {Halbwachs}, J. -L. and {Hambly}, N.~C. and {Harrison}, D.~L. and {Hatzidimitriou}, D. and {Heiter}, U. and {Hern{\'a}ndez}, J. and {Hestroffer}, D. and {Hodgkin}, S.~T. and {Holl}, B. and {Jan{\ss}en}, K. and {Jevardat de Fombelle}, G. and {Jordan}, S. and {Krone-Martins}, A. and {Lanzafame}, A.~C. and {L{\"o}ffler}, W. and {Lorca}, A. and {Manteiga}, M. and {Marchal}, O. and {Marrese}, P.~M. and {Moitinho}, A. and {Mora}, A. and {Muinonen}, K. and {Osborne}, P. and 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A. and {Viala}, Y. and {Vicente}, D. and {Voutsinas}, S. and {Weiler}, M. and {Wevers}, T. and {Wyrzykowski}, {\L}. and {Yoldas}, A. and {Yvard}, P. and {Zhao}, H. and {Zorec}, J. and {Zucker}, S. and {Zurbach}, C. and {Zwitter}, T.}, title = "{Gaia Early Data Release 3. Summary of the contents and survey properties}", - journal = {\aap}, + journal = {Astronomy & Astrophysics,}, keywords = {catalogs, astrometry, parallaxes, proper motions, techniques: photometric, techniques: radial velocities, Astrophysics - Astrophysics of Galaxies}, year = 2021, month = may, @@ -152,7 +152,7 @@ @ARTICLE{Gaia2021 @ARTICLE{Tonry2012, author = {{Tonry}, J.~L. and {Stubbs}, C.~W. and {Lykke}, K.~R. and {Doherty}, P. and {Shivvers}, I.~S. and {Burgett}, W.~S. and {Chambers}, K.~C. and {Hodapp}, K.~W. and {Kaiser}, N. and {Kudritzki}, R. -P. and {Magnier}, E.~A. and {Morgan}, J.~S. and {Price}, P.~A. and {Wainscoat}, R.~J.}, title = "{The Pan-STARRS1 Photometric System}", - journal = {\apj}, + journal = {The Astrophysical Journal}, keywords = {atmospheric effects, instrumentation: photometers, surveys, techniques: photometric, Astrophysics - Instrumentation and Methods for Astrophysics}, year = 2012, month = may, @@ -171,7 +171,7 @@ @ARTICLE{Tonry2012 @ARTICLE{Eisenstein2011, author = {{Eisenstein}, Daniel J. and {Weinberg}, David H. and {Agol}, Eric and {Aihara}, Hiroaki and {Allende Prieto}, Carlos and {Anderson}, Scott F. and {Arns}, James A. and {Aubourg}, {\'E}ric and {Bailey}, Stephen and {Balbinot}, Eduardo and {Barkhouser}, Robert and {Beers}, Timothy C. and {Berlind}, Andreas A. and {Bickerton}, Steven J. and {Bizyaev}, Dmitry and {Blanton}, Michael R. and {Bochanski}, John J. and {Bolton}, Adam S. and {Bosman}, Casey T. and {Bovy}, Jo and {Brandt}, W.~N. and {Breslauer}, Ben and {Brewington}, Howard J. and {Brinkmann}, J. and {Brown}, Peter J. and {Brownstein}, Joel R. and {Burger}, Dan and {Busca}, Nicolas G. and {Campbell}, Heather and {Cargile}, Phillip A. and {Carithers}, William C. and {Carlberg}, Joleen K. and {Carr}, Michael A. and {Chang}, Liang and {Chen}, Yanmei and {Chiappini}, Cristina and {Comparat}, Johan and {Connolly}, Natalia and {Cortes}, Marina and {Croft}, Rupert A.~C. and {Cunha}, Katia and {da Costa}, Luiz N. and {Davenport}, James R.~A. and {Dawson}, Kyle and {De Lee}, Nathan and {Porto de Mello}, Gustavo F. and {de Simoni}, Fernando and {Dean}, Janice and {Dhital}, Saurav and {Ealet}, Anne and {Ebelke}, Garrett L. and {Edmondson}, Edward M. and {Eiting}, Jacob M. and {Escoffier}, Stephanie and {Esposito}, Massimiliano and {Evans}, Michael L. and {Fan}, Xiaohui and {Femen{\'\i}a Castell{\'a}}, Bruno and {Dutra Ferreira}, Leticia and {Fitzgerald}, Greg and {Fleming}, Scott W. and {Font-Ribera}, Andreu and {Ford}, Eric B. and {Frinchaboy}, Peter M. and {Garc{\'\i}a P{\'e}rez}, Ana Elia and {Gaudi}, B. 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Neill and {Reyle}, Celine and {Rich}, James and {Richards}, Gordon T. and {Rieke}, George H. and {Rieke}, Marcia J. and {Rix}, Hans-Walter and {Robin}, Annie C. and {Rocha-Pinto}, Helio J. and {Rockosi}, Constance M. and {Roe}, Natalie A. and {Rollinde}, Emmanuel and {Ross}, Ashley J. and {Ross}, Nicholas P. and {Rossetto}, Bruno and {S{\'a}nchez}, Ariel G. and {Santiago}, Basilio and {Sayres}, Conor and {Schiavon}, Ricardo and {Schlegel}, David J. and {Schlesinger}, Katharine J. and {Schmidt}, Sarah J. and {Schneider}, Donald P. and {Sellgren}, Kris and {Shelden}, Alaina and {Sheldon}, Erin and {Shetrone}, Matthew and {Shu}, Yiping and {Silverman}, John D. and {Simmerer}, Jennifer and {Simmons}, Audrey E. and {Sivarani}, Thirupathi and {Skrutskie}, M.~F. and {Slosar}, An{\v{z}}e and {Smee}, Stephen and {Smith}, Verne V. and {Snedden}, Stephanie A. and {Stassun}, Keivan G. and {Steele}, Oliver and {Steinmetz}, Matthias and {Stockett}, Mark H. and {Stollberg}, Todd and {Strauss}, Michael A. and {Szalay}, Alexander S. and {Tanaka}, Masayuki and {Thakar}, Aniruddha R. and {Thomas}, Daniel and {Tinker}, Jeremy L. and {Tofflemire}, Benjamin M. and {Tojeiro}, Rita and {Tremonti}, Christy A. and {Vargas Maga{\~n}a}, Mariana and {Verde}, Licia and {Vogt}, Nicole P. and {Wake}, David A. and {Wan}, Xiaoke and {Wang}, Ji and {Weaver}, Benjamin A. and {White}, Martin and {White}, Simon D.~M. and {Wilson}, John C. and {Wisniewski}, John P. and {Wood-Vasey}, W. Michael and {Yanny}, Brian and {Yasuda}, Naoki and {Y{\`e}che}, Christophe and {York}, Donald G. and {Young}, Erick and {Zasowski}, Gail and {Zehavi}, Idit and {Zhao}, Bo}, title = "{SDSS-III: Massive Spectroscopic Surveys of the Distant Universe, the Milky Way, and Extra-Solar Planetary Systems}", - journal = {\aj}, + journal = {The Astronomical Journal}, keywords = {cosmology: observations, Galaxy: evolution, planets and satellites: detection, surveys, Astrophysics - Instrumentation and Methods for Astrophysics}, year = 2011, month = sep, @@ -195,7 +195,7 @@ @article{astropy:2013 Doi = {10.1051/0004-6361/201322068}, Eid = {A33}, Eprint = {1307.6212}, -Journal = {\aap}, +Journal = {Astronomy & Astrophysics,}, Keywords = {methods: data analysis, methods: miscellaneous, virtual observatory tools}, Month = oct, Pages = {A33}, @@ -250,7 +250,7 @@ @ARTICLE{astropy:2018 {Weaver}, B.~A. and {Whitmore}, J.~B. and {Woillez}, J. and {Zabalza}, V. and {Astropy Contributors}}, title = "{The Astropy Project: Building an Open-science Project and Status of the v2.0 Core Package}", - journal = {\aj}, + journal = {The Astronomical Journal}, keywords = {methods: data analysis, methods: miscellaneous, methods: statistical, reference systems, Astrophysics - Instrumentation and Methods for Astrophysics}, year = 2018, month = sep, @@ -269,7 +269,7 @@ @ARTICLE{astropy:2018 @ARTICLE{Ginsburg2019, author = {{Ginsburg}, Adam and {Sip{\H{o}}cz}, Brigitta M. and {Brasseur}, C.~E. and {Cowperthwaite}, Philip S. and {Craig}, Matthew W. and {Deil}, Christoph and {Guillochon}, James and {Guzman}, Giannina and {Liedtke}, Simon and {Lian Lim}, Pey and {Lockhart}, Kelly E. and {Mommert}, Michael and {Morris}, Brett M. and {Norman}, Henrik and {Parikh}, Madhura and {Persson}, Magnus V. and {Robitaille}, Thomas P. and {Segovia}, Juan-Carlos and {Singer}, Leo P. and {Tollerud}, Erik J. and {de Val-Borro}, Miguel and {Valtchanov}, Ivan and {Woillez}, Julien and {Astroquery Collaboration} and {a subset of astropy Collaboration}}, title = "{astroquery: An Astronomical Web-querying Package in Python}", - journal = {\aj}, + journal = {The Astronomical Journal}, keywords = {astronomical databases: miscellaneous, virtual observatory tools, Astrophysics - Instrumentation and Methods for Astrophysics}, year = 2019, month = mar, @@ -288,7 +288,7 @@ @ARTICLE{Ginsburg2019 @ARTICLE{Paterson2020, author = {{Paterson}, K. and {Fong}, W. and {Nugent}, A. and {Escorial}, A. Rouco and {Leja}, J. and {Laskar}, T. and {Chornock}, R. and {Miller}, A.~A. and {Scharw{\"a}chter}, J. and {Cenko}, S.~B. and {Perley}, D. and {Tanvir}, N.~R. and {Levan}, A. and {Cucchiara}, A. and {Cobb}, B.~E. and {De}, K. and {Berger}, E. and {Terreran}, G. and {Alexander}, K.~D. and {Nicholl}, M. and {Blanchard}, P.~K. and {Cornish}, D.}, title = "{Discovery of the Optical Afterglow and Host Galaxy of Short GRB 181123B at z = 1.754: Implications for Delay Time Distributions}", - journal = {\apjl}, + journal = {The Astrophysical Journal}, keywords = {Gamma-ray bursts, 629, Astrophysics - High Energy Astrophysical Phenomena}, year = 2020, month = aug, @@ -307,7 +307,7 @@ @ARTICLE{Paterson2020 @ARTICLE{Rastinejad2021, author = {{Rastinejad}, J.~C. and {Fong}, W. and {Kilpatrick}, C.~D. and {Paterson}, K. and {Tanvir}, N.~R. and {Levan}, A.~J. and {Metzger}, B.~D. and {Berger}, E. and {Chornock}, R. and {Cobb}, B.~E. and {Laskar}, T. and {Milne}, P. and {Nugent}, A.~E. and {Smith}, N.}, title = "{Probing Kilonova Ejecta Properties Using a Catalog of Short Gamma-Ray Burst Observations}", - journal = {\apj}, + journal = {The Astrophysical Journal}, keywords = {Gamma-ray bursts, Neutron stars, 629, 1108, Astrophysics - High Energy Astrophysical Phenomena}, year = 2021, month = aug, @@ -326,7 +326,7 @@ @ARTICLE{Rastinejad2021 @ARTICLE{Fong2021, author = {{Fong}, W. and {Laskar}, T. and {Rastinejad}, J. and {Escorial}, A. Rouco and {Schroeder}, G. and {Barnes}, J. and {Kilpatrick}, C.~D. and {Paterson}, K. and {Berger}, E. and {Metzger}, B.~D. and {Dong}, Y. and {Nugent}, A.~E. and {Strausbaugh}, R. and {Blanchard}, P.~K. and {Goyal}, A. and {Cucchiara}, A. and {Terreran}, G. and {Alexander}, K.~D. and {Eftekhari}, T. and {Fryer}, C. and {Margalit}, B. and {Margutti}, R. and {Nicholl}, M.}, title = "{The Broadband Counterpart of the Short GRB 200522A at z = 0.5536: A Luminous Kilonova or a Collimated Outflow with a Reverse Shock?}", - journal = {\apj}, + journal = {The Astrophysical Journal}, keywords = {Gamma-ray bursts, Magnetars, R-process, 629, 992, 1324, Astrophysics - High Energy Astrophysical Phenomena}, year = 2021, month = jan, @@ -345,7 +345,7 @@ @ARTICLE{Fong2021 @ARTICLE{Lang2010, author = {{Lang}, Dustin and {Hogg}, David W. and {Mierle}, Keir and {Blanton}, Michael and {Roweis}, Sam}, title = "{Astrometry.net: Blind Astrometric Calibration of Arbitrary Astronomical Images}", - journal = {\aj}, + journal = {The Astronomical Journal}, keywords = {astrometry, catalogs, instrumentation: miscellaneous, methods: data analysis, methods: statistical, techniques: image processing, Astrophysics - Instrumentation and Methods for Astrophysics}, year = 2010, month = may, @@ -363,7 +363,7 @@ @ARTICLE{Lang2010 @ARTICLE{Onken2024, author = {{Onken}, Christopher A. and {Wolf}, Christian and {Bessell}, Michael S. and {Chang}, Seo-Won and {Luvaul}, Lance C. and {Tonry}, John L. and {White}, Marc C. and {Da Costa}, Gary S.}, title = "{SkyMapper Southern Survey: Data release 4}", - journal = {\pasa}, + journal = {Publications of the Astronomical Society of Australia}, keywords = {Optical astronomy, sky surveys, catalogs, Astrophysics - Cosmology and Nongalactic Astrophysics, Astrophysics - Astrophysics of Galaxies, Astrophysics - Instrumentation and Methods for Astrophysics, Astrophysics - Solar and Stellar Astrophysics}, year = 2024, month = oct, @@ -381,7 +381,7 @@ @ARTICLE{Onken2024 @ARTICLE{Rastinejad2025, author = {{Rastinejad}, Jillian C. and {Levan}, Andrew J. and {Jonker}, Peter G. and {Kilpatrick}, Charles D. and {Fryer}, Christopher L. and {Sarin}, Nikhil and {Gompertz}, Benjamin P. and {Liu}, Chang and {Eyles-Ferris}, Rob A.~J. and {Fong}, Wen-fai and {Burns}, Eric and {Gillanders}, James H. and {Mandel}, Ilya and {Malesani}, Daniele Bj{\o}rn and {O'Brien}, Paul T. and {Tanvir}, Nial R. and {Ackley}, Kendall and {Aryan}, Amar and {Bauer}, Franz E. and {Bloemen}, Steven and {de Boer}, Thomas and {Bom}, Cl{\'e}cio R. and {Chac{\'o}n}, Jennifer A. and {Chambers}, Ken and {Chen}, Ting-Wan and {Chrimes}, Ashley A. and {van Dalen}, Joyce N.~D. and {D'Elia}, Valerio and {De Pasquale}, Massimiliano and {Fulton}, Michael D. and {Groot}, Paul J. and {Gupta}, Rahul and {Hartmann}, Dieter H. and {van Hoof}, Agnes P.~C. and {Huber}, Mark E. and {Izzo}, Luca and {Jacobson-Galan}, Wynn and {Jakobsson}, P{\'a}ll and {Kong}, Albert and {Laskar}, Tanmoy and {Lowe}, Thomas B. and {Magnier}, Eugene A. and {Maiorano}, Elisabetta and {Martin-Carrillo}, Antonio and {Mas-Ribas}, Lluis and {Mata S{\'a}nchez}, Daniel and {Nicholl}, Matt and {Nixon}, Christopher J. and {Oates}, Samantha R. and {Paek}, Gregory and {Palmerio}, Jesse and {Paris}, Diego and {Pieterse}, Dani{\"e}lle L.~A. and {Pugliese}, Giovanna and {Quirola Vasquez}, Jonathan A. and {van Roestel}, Jan and {Rossi}, Andrea and {Rouco Escorial}, Alicia and {Salvaterra}, Ruben and {Schneider}, Benjamin and {Smartt}, Stephen J. and {Smith}, Ken and {Smith}, Ian A. and {Srivastav}, Shubham and {Torres}, Manuel A.~P. and {Ventura}, Chiara and {Vreeswijk}, Paul and {Wainscoat}, Richard and {Yang}, Yi-Jung and {Yang}, Sheng}, title = "{EP 250108a/SN 2025kg: Observations of the Most Nearby Broad-line Type Ic Supernova Following an Einstein Probe Fast X-Ray Transient}", - journal = {\apjl}, + journal = {The Astrophysical Journal}, keywords = {Core-collapse supernovae, Gamma-ray bursts, X-ray transient sources, 304, 629, 1852, High Energy Astrophysical Phenomena}, year = 2025, month = jul, @@ -433,7 +433,7 @@ @INPROCEEDINGS{Eikenberry2012 @ARTICLE{Persson2013, author = {{Persson}, S.~E. and {Murphy}, D.~C. and {Smee}, S. and {Birk}, C. and {Monson}, A.~J. and {Uomoto}, A. and {Koch}, E. and {Shectman}, S. and {Barkhouser}, R. and {Orndorff}, J. and {Hammond}, R. and {Harding}, A. and {Scharfstein}, G. and {Kelson}, D. and {Marshall}, J. and {McCarthy}, P.~J.}, title = "{FourStar: The Near-Infrared Imager for the 6.5 m Baade Telescope at Las Campanas Observatory}", - journal = {\pasp}, + journal = {Publications of the Astronomical Society of the Pacific}, year = 2013, month = jun, volume = {125}, @@ -497,3 +497,22 @@ @software{photutils:2024 doi = {10.5281/zenodo.13989456}, url = {https://doi.org/10.5281/zenodo.13989456}, } + +@ARTICLE{DRAGONS, + author = {{Labrie}, K. and {Simpson}, C. and {Cardenes}, R. and {Turner}, J. and {Soraisam}, M. and {Quint}, B. and {Oberdorf}, O. and {Placco}, V.~M. and {Berke}, D. and {Smirnova}, O. and {Conseil}, S. and {Vacca}, W.~D. and {Thomas-Osip}, J.}, + title = "{DRAGONS-A Quick Overview}", + journal = {Research Notes of the American Astronomical Society}, + keywords = {Astronomy software, Astronomy data reduction, 1855, 1861, Astrophysics - Instrumentation and Methods for Astrophysics}, + year = 2023, + month = oct, + volume = {7}, + number = {10}, + eid = {214}, + pages = {214}, + doi = {10.3847/2515-5172/ad0044}, +archivePrefix = {arXiv}, + eprint = {2310.03048}, + primaryClass = {astro-ph.IM}, + adsurl = {https://ui.adsabs.harvard.edu/abs/2023RNAAS...7..214L}, + adsnote = {Provided by the SAO/NASA Astrophysics Data System} +} diff --git a/paper/paper.md b/paper/paper.md index eda83ab1..a5158360 100755 --- a/paper/paper.md +++ b/paper/paper.md @@ -19,12 +19,12 @@ authors: affiliation: 1 affiliations: - - name: Center for Interdisciplinary Exploration and Research in Astrophysics and Department of Physics and Astronomy, Northwestern University, 1800 Sherman Ave, Evanston, IL 60201, USA - index: 1 - - name: Max-Planck-Institut für Astronomie, Königstuhl 17, 69117 Heidelberg, Germany - index: 2 + - name: Center for Interdisciplinary Exploration and Research in Astrophysics and Department of Physics and Astronomy, Northwestern University, 1800 Sherman Ave, Evanston, IL 60201, USA + index: 1 + - name: Max-Planck-Institut für Astronomie, Königstuhl 17, 69117 Heidelberg, Germany + index: 2 -date: 2 Sep 2025 +date: 10 Mar 2026 bibliography: paper.bib @@ -32,46 +32,62 @@ bibliography: paper.bib # Summary -This pipeline was developed for the reduction and stacking of imaging data for a number of telescopes and instruments in the optical and near-infrared (NIR) bands. The purpose of the pipeline is to provide an automated way to reduce imaging data, create a median stack with reliable astrometry and photometric calibration, and perform aperture and PSF photometry on sources within the stacked image. +Astronomers often need to turn raw telescope images into calibrated, aligned, and combined images before measuring the brightness and positions of stars and galaxies. The Pipeline for Optical/infrared Telescopes in Python for Reducing Images (POTPyRI) automates this process for a number of optical and near-infrared (NIR) telescopes and instruments. It was developed to provide an automated way to reduce imaging data, create a median stack with reliable astrometry and photometric calibration, and perform aperture and Point Spread Function (PSF) photometry on sources within the stacked image. # Statement of need -The pipeline is written in Python (currently deployed and tested on Python 3.12) and uses packages from Astropy [@astropy:2013;@astropy:2018], ccdproc, astroquery [@Ginsburg2019] and photutils [@photutils:2024]; with the additional use of external dependencies including SExtractor [@Bertin1996] and Astrometry.net [@Lang2010]. The code is available on GitHub at https://github.com/CIERA-Transients/POTPyRI, where instructions on the installation and detailed use can be found. The code is also installable with pip and is release at PyPI at https://pypi.org/p/potpyri. +POTPyRI is written in Python (currently deployed and tested on Python 3.12) and uses packages from Astropy [@astropy:2013;@astropy:2018], ccdproc, astroquery [@Ginsburg2019] and photutils [@photutils:2024]; with the additional use of external dependencies including SExtractor [@Bertin1996] and Astrometry.net [@Lang2010]. The code is available on GitHub at https://github.com/CIERA-Transients/POTPyRI, where instructions on the installation and detailed use can be found. The code is also installable with pip and is released on PyPI at https://pypi.org/p/potpyri. The pipeline has been developed openly on GitHub since 2020, with public releases on PyPI and a public issue tracker for community feedback and contributions. -Currently available instruments (as of June 2025 - see the GitHub for the most recent list) include: - - MMIRS (MMT) [@McLeod2012] - - Binospec (MMT) [@Fabricant2019] - - MOSFIRE (Keck) [@McLean2008] - - DEIMOS (Keck) [@Cowley1997] - - LRIS (Keck) [@Oke1995] - - GMOS (Gemini-N and Gemini-S) [@Davies1997] - - Flamingos2 (Gemini) [@Eikenberry2012] - - FourStar (Magellan) [@Persson2013] - - IMACS (Magellan) [@Bigelow2003] +Currently available instruments (as of March 2026 - see the GitHub for the most recent list) include: +- MMIRS (MMT) [@McLeod2012] +- Binospec (MMT) [@Fabricant2019] +- MOSFIRE (Keck) [@McLean2008] +- DEIMOS (Keck) [@Cowley1997] +- LRIS (Keck) [@Oke1995] +- GMOS (Gemini-N and Gemini-S) [@Davies1997] +- Flamingos2 (Gemini) [@Eikenberry2012] +- FourStar (Magellan) [@Persson2013] +- IMACS (Magellan) [@Bigelow2003] -Since the pipeline is meant to provide the community with a way to reduce imaging data from these instruments; science applications include the rapid reduction and identification of transients, such as Gamma-Ray Burst (GRB) afterglows, as well as the reduction and stacking of follow-up observations of transients to identify potential host galaxies for associated and in depth study (see [@Paterson2020;@Rastinejad2021;@Fong2021;@Rastinejad2025;@Caleb2025]). +POTPyRI is meant to provide the community with a way to reduce imaging data from these instruments in a streamlined manner, using easily accessible code. + +# State of the field + +Given the more complex suite of reductions often needed for spectroscopic data, many pipelines have been developed to reduce spectroscopic data from many instruments. However, at the start of development, no other automated pipeline was available to reduce images from a number of these instruments, with only guidelines and recipes often described. As the main research undertaken by the developers and collaborators often used data from these instruments, a need to have a way to quickly and automatically reduce these data to provide information on subsequent follow-up observations was born. Gemini has since set up DRAGONS [@DRAGONS] for that facility, including imaging; other projects offer instrument-specific or spectroscopic-focused pipelines. We built POTPyRI rather than contributing only to DRAGONS or a single-facility tool because our research required one pipeline for imaging from multiple facilities (Keck, Gemini, MMT, Magellan) with consistent calibration and photometry, and features such as optional relative flux calibration before stacking, Gaia-based astrometric refinement, and both aperture and PSF photometry in one workflow. POTPyRI provides fine astrometric fitting, photometric calibration, and aperture and PSF photometry on all detected sources in the stack. + +# Software design + +POTPyRI was developed in Python to take advantage of Python-based astronomy data reduction and to move away from older "blackbox" and licensed programs. Key design trade-offs: we use instrument-specific settings files rather than one global configuration, so each telescope defines its own keywords and calibration options and new instruments can be added without changing core code; we use external tools (SExtractor, Astrometry.net) for source detection and initial WCS to improve robustness while the pipeline focuses on orchestration and photometry; and we build on the Astropy ecosystem (ccdproc, photutils, astroquery) for units, coordinates, combination, and catalog queries. The core reduction flow is shared across instruments (calibration, masking, sky subtraction, astrometry, alignment, stacking, photometry), with instrument subclasses supplying detector-specific parameters and file-naming. POTPyRI is hosted on GitHub to encourage feedback and contributions. # Method -The pipeline requires two parameters to run. The first is the name of the instrument in order to load the correct settings file. This settings file allows new and user instruments to be added as needed. The second is the full data path to the data to be reduced. The data are expected to be in a particular format, including the file name and the number of extensions, as specified in the setting file. For example, for Keck, the pipeline expects the data in the format in which it is download from the Keck Observatory Archive. In this case, the user can specify that the input data conform to the archive format using *--proc archive*. The details on data formats, including scripts to download and sort data, can be found on GitHub. +POTPyRI requires two parameters to run. The first is the name of the instrument in order to load the correct settings file. This settings file allows new and user instruments to be added as needed. The second is the full data path to the data to be reduced. The data are expected to be in a particular format, including the file name and the number of extensions, as specified in the setting file. For example, for Keck, the pipeline expects the data in the format in which it is download from the Keck Observatory Archive. In this case, the user can specify that the input data conform to the archive format using *--proc archive*. The details on data formats, including scripts to download and sort data, can be found on GitHub. ![Flow diagram showing the basic steps taken by the pipeline. The dashed box shows all steps taken under the process science function, while all steps after the calibration creation is done per target.\label{fig:flow}](../images/Pipeline_flow_diagram.pdf){height="450pt"} -Figure \autoref{fig:flow} shows the basic pipeline operations. The pipeline will first sort the files in the given path, and create a file list which contains information about each file such as the type, filter, configuration, and target. Using the file list and the settings file, the pipeline will then create calibration files (e.g. bias, dark, flat) and performs the necessary basic reductions to science files, grouped by target, including gain correction, bias subtraction, dark subtraction, flat correction, and trimming. During this step, a static mask, if available, is used to identify bad pixels. This mask is later extended to include image-specific issues such as satellites trails, cosmic rays (cleaned from images) and saturated stars. A 2D sky background is created for each image and subtracted. Astrometry.net is used on each image to provide a rough WCS solution, after which a fine astrometric solution is computed using Gaia-DR3 catalogs [@Gaia2021]. Images are then aligned using the new WCS. After basic reductions, additional corrections where applicable are applied. For the NIR, the sky background can change during the night. Thus, for NIR observations, an additional NIR sky map is created for each science image, based on observations for each target. In the optical, redder filters such as $i$ and $z$-bands, can also suffer from fringing, which introduces low-level structure in the background. Thus, for filters that require this correction (based on each instrument and thus set in the settings file for the instrument), the pipeline creates a fringe map based on all science images for a target for that filter. An uncertainty map for each image is created to include noise added by the reduction such as the background subtraction. +Figure \autoref{fig:flow} shows the basic pipeline operations. The pipeline will first sort the files in the given path, and create a file list which contains information about each file such as the type, filter, configuration, and target. Using the file list and the settings file, the pipeline will then create calibration files (e.g. bias, dark, flat) and performs the necessary basic reductions to science files, grouped by target, including gain correction, bias subtraction, dark subtraction, flat correction, and trimming. During this step, a static mask, if available, is used to identify bad pixels. This mask is later extended to include image-specific issues such as satellite trails, cosmic rays (cleaned from images) and saturated stars. A 2D sky background is created for each image and subtracted. Astrometry.net is used on each image to provide a rough WCS solution, after which a fine astrometric solution is computed using Gaia-DR3 catalogs [@Gaia2021]. Images are then aligned using the new WCS. After basic reductions, additional corrections where applicable are applied. For the NIR, the sky background can change during the night. Thus, for NIR observations, an additional NIR sky map is created for each science image, based on observations for each target. In the optical, redder filters such as $i$ and $z$-bands, can also suffer from fringing, which introduces low-level structure in the background. Thus, for filters that require this correction (based on each instrument and thus set in the settings file for the instrument), the pipeline creates a fringe map based on all science images for a target for that filter. An uncertainty map for each image is created to include noise added by the reduction such as the background subtraction. -After solving for all the astrometry, the pipeline will remove any images which high astrometric dispersion (i.e. images that have dispersion $>5\sigma$ either in RA or DEC), except if the user specified the *--keep\_all\_astro* option, before stacking images. Images are median stacked, using the uncertainty masks and exposure times as weights, and a final stack mask is created (see Figure \autoref{fig:stacks} for examples of median stacks from MOSFIRE, MMIRS, LRIS (blue channel), BINOSPEC (left side) and DEIMOS). +After solving for all the astrometry, the pipeline will remove any images with high astrometric dispersion (i.e. images that have dispersion $>5\sigma$ either in RA or DEC), except if the user specified the *--keep\_all\_astro* option, before stacking images. Images are median stacked, using the uncertainty masks and exposure times as weights, and a final stack mask is created (see Figure \autoref{fig:stacks} for examples of median stacks from MOSFIRE, MMIRS, LRIS (blue channel), BINOSPEC (left side) and DEIMOS). -The pipeline will then perform both aperture and Point Spread Function (PSF) photometry on sources in the stacked image. For the aperture photometry, the pipeline will detect sources within the image and determine statistics within a fiducial aperture radius, which is written as an extension to the stacked image. For the PSF photometry, the PSF is determined using a list of bright unsaturated stars, determined based on cuts on roundness, Full Width Half Maximum (FWHM), and signal-to-noise. +The pipeline will then perform both aperture and PSF photometry on sources in the stacked image. For the aperture photometry, the pipeline will detect sources within the image and determine statistics within a fiducial aperture radius, which is written as an extension to the stacked image. For the PSF photometry, the PSF is determined using a list of bright unsaturated stars, determined based on cuts on roundness, Full Width Half Maximum (FWHM), and signal-to-noise. Next, the pipeline uses the PSF to calculate PSF photometry for all the originally extracted sources. After the PSF photometry has been calculated, the pipeline will then calculate a zero point based on aperture photometry by downloading a catalog of standard stars. Currently supported catalogs are the Sloan Digital Sky Survey DR12 [@Eisenstein2011], Pan-STARRS [@Tonry2012], SkyMapper [@Onken2024], and 2MASS [@Skrutskie2006] covering most optical and infrared bands in the north and south. The zero point is then transformed to the AB system and written to the header. In addition, an approximate limiting magnitude is calculated for each stack using the FWHM and the approximate standard deviation in the sky background per pixel. These values are propagated into the image header as 3-, 5-, and 10-$\sigma$ limiting magnitudes as *M3SIGMA*, *M5SIGMA*, and *M10SIGMA*. For more detailed instructions on running the pipeline and a description of pipeline outputs, please see the documentation available on the GitHub. For user support or errors running the pipeline, please open a Github issue. -While the pipeline runs, the pipeline will also created a detailed log of operations. Along with the log, the pipeline will also write information such as the readnoise, effective gain, and zero point to the stack. The pipeline also produces a number of other output files, including source catalogs, star lists, error plots etc. For more details on these outputs, refer to the documentation of the GitHub. +While the pipeline runs, the pipeline will also create a detailed log of operations. Along with the log, the pipeline will also write information such as the readnoise, effective gain, and zero point to the stack. The pipeline also produces a number of other output files, including source catalogs, star lists, error plots etc. For more details on these outputs, refer to the documentation on GitHub. ![Examples of stacks produced by the pipeline from MOSFIRE, MMIRS, LRIS (blue side), BINOSPEC (left side) and DEIMOS data. The position of Gaia DR3 stars are shown by the green circles.\label{fig:stacks}](../images/Stack_examples.pdf) +# Research impact statement + +POTPyRI has been used to reduce and stack imaging in published and in-preparation work on transient follow-up and host galaxy association, including @Paterson2020, @Rastinejad2021, @Fong2021, @Rastinejad2025, and @Caleb2025. Applications include rapid reduction and identification of transients such as Gamma-Ray Burst (GRB) afterglows, and reduction and stacking of follow-up observations to identify host galaxies for association and study. The package is available on PyPI and is developed openly on GitHub with contributions from multiple developers. The pipeline continues to be improved while in use in ongoing projects by the developers and their collaborators. + +# AI usage disclosure + +No AI tools were used in the building and preparation of this pipeline. + # Acknowledgements KP acknowledges the help of the Fong group at Center for Interdisciplinary Exploration and Research in Astrophysics, including W. Fong, J. Rastinejad, A. Rouco Escorial, G. Schroeder, A. E. Nugent, A. Gordon for helping to test the pipeline and providing feedback. KP acknowledges support by the National Science Foundation under grant Nos. AST-1814782, AST-1909358 and CAREER grant No. AST-2047919.