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Strategies for Obtaining Robust Spectral Energy Distribution Fitting Parameters for Galaxies at z ∼ 1 and z ∼ 2 in the Absence of Infrared Data
Robust estimation of star formation rates (SFRs) at higher redshifts ( z ≳ 1) using UV–optical–near-infrared (NIR) photometry is contingent on the ability of spectral energy distribution (SED) fitting to constrain the dust attenuation, stellar metallicity, and star formation history (SFH) simultaneo...
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Published in: | The Astrophysical journal 2024-02, Vol.962 (1), p.59 |
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creator | Osborne, Chandler Salim, Samir |
description | Robust estimation of star formation rates (SFRs) at higher redshifts (
z
≳ 1) using UV–optical–near-infrared (NIR) photometry is contingent on the ability of spectral energy distribution (SED) fitting to constrain the dust attenuation, stellar metallicity, and star formation history (SFH) simultaneously. IR-derived dust luminosities can help break the degeneracy between these parameters, but IR data are often not available. Here, we explore strategies for SED fitting at
z
≳ 1 in the absence of IR data using a sample of log
M
*
> 10.2 star-forming galaxies from the Cosmic Assembly Near-infrared Deep Extragalactic Legacy Survey (CANDELS) for which 24
μ
m data are available. We adopt the total IR luminosity (
L
TIR
) obtained from 24
μ
m as the “ground truth,” which allows us to assess how well it can be recovered (as
L
dust
) from UV–optical–NIR SED fitting. We test a variety of dust attenuation models, stellar population synthesis models, metallicity assumptions, and SFHs separately to identify which assumptions maximize the agreement (correlation and linearity) between
L
TIR
and
L
dust
. We find that a flexible dust attenuation law performs best. For stellar populations, we find that Bruzual & Charlot models are favored over those of Eldridge et al. Fixing the stellar metallicity at solar value is preferred to other fixed values or leaving it as a free parameter. For SFHs, we find that minimizing the variability in the recent (
8
and 0.7 <
z
< 1.3, obtained using the models we found to be the most robust. |
doi_str_mv | 10.3847/1538-4357/ad17c8 |
format | article |
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z
≳ 1) using UV–optical–near-infrared (NIR) photometry is contingent on the ability of spectral energy distribution (SED) fitting to constrain the dust attenuation, stellar metallicity, and star formation history (SFH) simultaneously. IR-derived dust luminosities can help break the degeneracy between these parameters, but IR data are often not available. Here, we explore strategies for SED fitting at
z
≳ 1 in the absence of IR data using a sample of log
M
*
> 10.2 star-forming galaxies from the Cosmic Assembly Near-infrared Deep Extragalactic Legacy Survey (CANDELS) for which 24
μ
m data are available. We adopt the total IR luminosity (
L
TIR
) obtained from 24
μ
m as the “ground truth,” which allows us to assess how well it can be recovered (as
L
dust
) from UV–optical–NIR SED fitting. We test a variety of dust attenuation models, stellar population synthesis models, metallicity assumptions, and SFHs separately to identify which assumptions maximize the agreement (correlation and linearity) between
L
TIR
and
L
dust
. We find that a flexible dust attenuation law performs best. For stellar populations, we find that Bruzual & Charlot models are favored over those of Eldridge et al. Fixing the stellar metallicity at solar value is preferred to other fixed values or leaving it as a free parameter. For SFHs, we find that minimizing the variability in the recent (<100 Myr) SFH improves the agreement with
L
TIR
. Finally, we provide a catalog of galaxy parameters (including
M
*
and SFR) for CANDELS galaxies with
log
M
*
>
8
and 0.7 <
z
< 1.3, obtained using the models we found to be the most robust.</description><identifier>ISSN: 0004-637X</identifier><identifier>EISSN: 1538-4357</identifier><identifier>DOI: 10.3847/1538-4357/ad17c8</identifier><language>eng</language><publisher>Philadelphia: The American Astronomical Society</publisher><subject>Astronomical models ; Attenuation ; Dust ; Galaxies ; Galaxy distribution ; Galaxy evolution ; Galaxy formation ; Galaxy masses ; Galaxy properties ; High-redshift galaxies ; Infrared photometry ; Luminosity ; Metallicity ; Model selection ; Near infrared radiation ; Parameters ; Robustness ; Spectral energy distribution ; Star & galaxy formation ; Star formation ; Stars ; Stellar models ; Stellar populations</subject><ispartof>The Astrophysical journal, 2024-02, Vol.962 (1), p.59</ispartof><rights>2024. The Author(s). Published by the American Astronomical Society.</rights><rights>2024. The Author(s). Published by the American Astronomical Society. This work is published under http://creativecommons.org/licenses/by/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c445t-570bbe90710b7f117e79ff28b745f90eb003ce38ae137b222410a8efe7db950e3</citedby><cites>FETCH-LOGICAL-c445t-570bbe90710b7f117e79ff28b745f90eb003ce38ae137b222410a8efe7db950e3</cites><orcidid>0000-0003-2342-7501</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>314,776,780,27901,27902</link.rule.ids></links><search><creatorcontrib>Osborne, Chandler</creatorcontrib><creatorcontrib>Salim, Samir</creatorcontrib><title>Strategies for Obtaining Robust Spectral Energy Distribution Fitting Parameters for Galaxies at z ∼ 1 and z ∼ 2 in the Absence of Infrared Data</title><title>The Astrophysical journal</title><addtitle>APJ</addtitle><addtitle>Astrophys. J</addtitle><description>Robust estimation of star formation rates (SFRs) at higher redshifts (
z
≳ 1) using UV–optical–near-infrared (NIR) photometry is contingent on the ability of spectral energy distribution (SED) fitting to constrain the dust attenuation, stellar metallicity, and star formation history (SFH) simultaneously. IR-derived dust luminosities can help break the degeneracy between these parameters, but IR data are often not available. Here, we explore strategies for SED fitting at
z
≳ 1 in the absence of IR data using a sample of log
M
*
> 10.2 star-forming galaxies from the Cosmic Assembly Near-infrared Deep Extragalactic Legacy Survey (CANDELS) for which 24
μ
m data are available. We adopt the total IR luminosity (
L
TIR
) obtained from 24
μ
m as the “ground truth,” which allows us to assess how well it can be recovered (as
L
dust
) from UV–optical–NIR SED fitting. We test a variety of dust attenuation models, stellar population synthesis models, metallicity assumptions, and SFHs separately to identify which assumptions maximize the agreement (correlation and linearity) between
L
TIR
and
L
dust
. We find that a flexible dust attenuation law performs best. For stellar populations, we find that Bruzual & Charlot models are favored over those of Eldridge et al. Fixing the stellar metallicity at solar value is preferred to other fixed values or leaving it as a free parameter. For SFHs, we find that minimizing the variability in the recent (<100 Myr) SFH improves the agreement with
L
TIR
. Finally, we provide a catalog of galaxy parameters (including
M
*
and SFR) for CANDELS galaxies with
log
M
*
>
8
and 0.7 <
z
< 1.3, obtained using the models we found to be the most robust.</description><subject>Astronomical models</subject><subject>Attenuation</subject><subject>Dust</subject><subject>Galaxies</subject><subject>Galaxy distribution</subject><subject>Galaxy evolution</subject><subject>Galaxy formation</subject><subject>Galaxy masses</subject><subject>Galaxy properties</subject><subject>High-redshift galaxies</subject><subject>Infrared photometry</subject><subject>Luminosity</subject><subject>Metallicity</subject><subject>Model selection</subject><subject>Near infrared radiation</subject><subject>Parameters</subject><subject>Robustness</subject><subject>Spectral energy distribution</subject><subject>Star & galaxy formation</subject><subject>Star formation</subject><subject>Stars</subject><subject>Stellar models</subject><subject>Stellar populations</subject><issn>0004-637X</issn><issn>1538-4357</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2024</creationdate><recordtype>article</recordtype><sourceid>DOA</sourceid><recordid>eNp9kc2KFDEQxxtRcFy9ewzo0Xbz1ZvkuOyXAwsrroK3UElXxgyznTbJwK5P4N3X8Wl8ErvtZb2Ip1SKX_2q4N80Lxl9K7RUh6wTupWiU4fQM-X1o2b10HrcrCilsj0S6vPT5lkp2_nLjVk1P65rhoqbiIWElMmVqxCHOGzIh-T2pZLrEf2E7MjZgHlzR05jqTm6fY1pIOex1pl9DxlusGJeJBewg9vZCJV8I7--_ySMwNDf15zEgdQvSI5dwcEjSYGsh5AhY09OocLz5kmAXcEX9-9B8-n87OPJu_by6mJ9cnzZeim72naKOoeGKkadCowpVCYErp2SXTAUHaXCo9CATCjHOZeMgsaAqnemoygOmvXi7RNs7ZjjDeQ7myDaP42UNxZyjX6HVkGnjKQaqAzSK20YDV72sufcdwL45Hq1uMacvu6xVLtN-zxM51tuuJBMU6Unii6Uz6mUjOFhK6N2jtHOmdk5M7vEOI28WUZiGv86_4O__gcO49aaI26Z7Ywd-yB-A0fxrFU</recordid><startdate>20240201</startdate><enddate>20240201</enddate><creator>Osborne, Chandler</creator><creator>Salim, Samir</creator><general>The American Astronomical Society</general><general>IOP Publishing</general><scope>O3W</scope><scope>TSCCA</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7TG</scope><scope>8FD</scope><scope>H8D</scope><scope>KL.</scope><scope>L7M</scope><scope>DOA</scope><orcidid>https://orcid.org/0000-0003-2342-7501</orcidid></search><sort><creationdate>20240201</creationdate><title>Strategies for Obtaining Robust Spectral Energy Distribution Fitting Parameters for Galaxies at z ∼ 1 and z ∼ 2 in the Absence of Infrared Data</title><author>Osborne, Chandler ; Salim, Samir</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c445t-570bbe90710b7f117e79ff28b745f90eb003ce38ae137b222410a8efe7db950e3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2024</creationdate><topic>Astronomical models</topic><topic>Attenuation</topic><topic>Dust</topic><topic>Galaxies</topic><topic>Galaxy distribution</topic><topic>Galaxy evolution</topic><topic>Galaxy formation</topic><topic>Galaxy masses</topic><topic>Galaxy properties</topic><topic>High-redshift galaxies</topic><topic>Infrared photometry</topic><topic>Luminosity</topic><topic>Metallicity</topic><topic>Model selection</topic><topic>Near infrared radiation</topic><topic>Parameters</topic><topic>Robustness</topic><topic>Spectral energy distribution</topic><topic>Star & galaxy formation</topic><topic>Star formation</topic><topic>Stars</topic><topic>Stellar models</topic><topic>Stellar populations</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Osborne, Chandler</creatorcontrib><creatorcontrib>Salim, Samir</creatorcontrib><collection>Institute of Physics Open Access Journal Titles</collection><collection>IOPscience (Open Access)</collection><collection>CrossRef</collection><collection>Meteorological & Geoastrophysical Abstracts</collection><collection>Technology Research Database</collection><collection>Aerospace Database</collection><collection>Meteorological & Geoastrophysical Abstracts - Academic</collection><collection>Advanced Technologies Database with Aerospace</collection><collection>DOAJ Directory of Open Access Journals</collection><jtitle>The Astrophysical journal</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Osborne, Chandler</au><au>Salim, Samir</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Strategies for Obtaining Robust Spectral Energy Distribution Fitting Parameters for Galaxies at z ∼ 1 and z ∼ 2 in the Absence of Infrared Data</atitle><jtitle>The Astrophysical journal</jtitle><stitle>APJ</stitle><addtitle>Astrophys. J</addtitle><date>2024-02-01</date><risdate>2024</risdate><volume>962</volume><issue>1</issue><spage>59</spage><pages>59-</pages><issn>0004-637X</issn><eissn>1538-4357</eissn><abstract>Robust estimation of star formation rates (SFRs) at higher redshifts (
z
≳ 1) using UV–optical–near-infrared (NIR) photometry is contingent on the ability of spectral energy distribution (SED) fitting to constrain the dust attenuation, stellar metallicity, and star formation history (SFH) simultaneously. IR-derived dust luminosities can help break the degeneracy between these parameters, but IR data are often not available. Here, we explore strategies for SED fitting at
z
≳ 1 in the absence of IR data using a sample of log
M
*
> 10.2 star-forming galaxies from the Cosmic Assembly Near-infrared Deep Extragalactic Legacy Survey (CANDELS) for which 24
μ
m data are available. We adopt the total IR luminosity (
L
TIR
) obtained from 24
μ
m as the “ground truth,” which allows us to assess how well it can be recovered (as
L
dust
) from UV–optical–NIR SED fitting. We test a variety of dust attenuation models, stellar population synthesis models, metallicity assumptions, and SFHs separately to identify which assumptions maximize the agreement (correlation and linearity) between
L
TIR
and
L
dust
. We find that a flexible dust attenuation law performs best. For stellar populations, we find that Bruzual & Charlot models are favored over those of Eldridge et al. Fixing the stellar metallicity at solar value is preferred to other fixed values or leaving it as a free parameter. For SFHs, we find that minimizing the variability in the recent (<100 Myr) SFH improves the agreement with
L
TIR
. Finally, we provide a catalog of galaxy parameters (including
M
*
and SFR) for CANDELS galaxies with
log
M
*
>
8
and 0.7 <
z
< 1.3, obtained using the models we found to be the most robust.</abstract><cop>Philadelphia</cop><pub>The American Astronomical Society</pub><doi>10.3847/1538-4357/ad17c8</doi><tpages>15</tpages><orcidid>https://orcid.org/0000-0003-2342-7501</orcidid><oa>free_for_read</oa></addata></record> |
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language | eng |
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subjects | Astronomical models Attenuation Dust Galaxies Galaxy distribution Galaxy evolution Galaxy formation Galaxy masses Galaxy properties High-redshift galaxies Infrared photometry Luminosity Metallicity Model selection Near infrared radiation Parameters Robustness Spectral energy distribution Star & galaxy formation Star formation Stars Stellar models Stellar populations |
title | Strategies for Obtaining Robust Spectral Energy Distribution Fitting Parameters for Galaxies at z ∼ 1 and z ∼ 2 in the Absence of Infrared Data |
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