Photometric redshifts and model spectral energy distributions of galaxies from the SDSS-III BOSS DR10 data
We construct a set of model spectra specifically designed to match the colours of the Baryon Oscillation Spectroscopic Survey CMASS galaxies and to be used with photometric redshift template fitting techniques. As a basis, we use a set of spectral energy distributions(SEDs) of single and composite s...
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Veröffentlicht in: | Monthly notices of the Royal Astronomical Society 2015-08, Vol.451 (2), p.1848-1867 |
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creator | Greisel, N. Seitz, S. Drory, N. Bender, R. Saglia, R. P. Snigula, J. |
description | We construct a set of model spectra specifically designed to match the colours of the Baryon Oscillation Spectroscopic Survey CMASS galaxies and to be used with photometric redshift template fitting techniques. As a basis, we use a set of spectral energy distributions(SEDs) of single and composite stellar population models. These models cannot describe well the whole colour range populated by the CMASS galaxies at all redshifts, wherefore we modify them by multiplying the SEDs with λ−β for λ > λ
i
for different values of λ
i
and β. When fitting these SEDs to the colours of the CMASS sample, with a burst and dust components in superposition, we can recreate the location in colour spaces inhabited by the CMASS galaxies. From the best-fitting models, we select a small subset in a two-dimensional plane, whereto the galaxies were mapped by a self-organizing map. These models are used for the estimation of photometric redshifts with a Bayesian template fitting code. The photometric redshifts with the novel templates have a very small outlier rate of 0.22 per cent, a low bias 〈Δz/(1 + z)〉 = 2.0 × 10−3, and scatter of σ68 = 0.026 in the rest frame. Using our models, the galaxy colours are reproduced to a better extent with the photometric redshifts of this work than with photometric redshifts of Sloan Digital Sky Survey. |
doi_str_mv | 10.1093/mnras/stv1005 |
format | Article |
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i
for different values of λ
i
and β. When fitting these SEDs to the colours of the CMASS sample, with a burst and dust components in superposition, we can recreate the location in colour spaces inhabited by the CMASS galaxies. From the best-fitting models, we select a small subset in a two-dimensional plane, whereto the galaxies were mapped by a self-organizing map. These models are used for the estimation of photometric redshifts with a Bayesian template fitting code. The photometric redshifts with the novel templates have a very small outlier rate of 0.22 per cent, a low bias 〈Δz/(1 + z)〉 = 2.0 × 10−3, and scatter of σ68 = 0.026 in the rest frame. Using our models, the galaxy colours are reproduced to a better extent with the photometric redshifts of this work than with photometric redshifts of Sloan Digital Sky Survey.</description><identifier>ISSN: 0035-8711</identifier><identifier>EISSN: 1365-2966</identifier><identifier>DOI: 10.1093/mnras/stv1005</identifier><language>eng</language><publisher>London: Oxford University Press</publisher><subject>Astronomy ; Bayesian analysis ; Color ; Colour ; Fittings ; Galaxies ; Mathematical models ; Photometry ; Red shift ; Sky surveys (astronomy) ; Star & galaxy formation</subject><ispartof>Monthly notices of the Royal Astronomical Society, 2015-08, Vol.451 (2), p.1848-1867</ispartof><rights>2015 The Authors Published by Oxford University Press on behalf of the Royal Astronomical Society 2015</rights><rights>Copyright Oxford University Press, UK Aug 1, 2015</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c403t-777f4d815496e1e1fb9598d6eb71db47ae4243c5cd8a2ca54a37cb571042cc5a3</citedby><cites>FETCH-LOGICAL-c403t-777f4d815496e1e1fb9598d6eb71db47ae4243c5cd8a2ca54a37cb571042cc5a3</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>314,776,780,1598,27901,27902</link.rule.ids><linktorsrc>$$Uhttps://dx.doi.org/10.1093/mnras/stv1005$$EView_record_in_Oxford_University_Press$$FView_record_in_$$GOxford_University_Press</linktorsrc></links><search><creatorcontrib>Greisel, N.</creatorcontrib><creatorcontrib>Seitz, S.</creatorcontrib><creatorcontrib>Drory, N.</creatorcontrib><creatorcontrib>Bender, R.</creatorcontrib><creatorcontrib>Saglia, R. P.</creatorcontrib><creatorcontrib>Snigula, J.</creatorcontrib><title>Photometric redshifts and model spectral energy distributions of galaxies from the SDSS-III BOSS DR10 data</title><title>Monthly notices of the Royal Astronomical Society</title><addtitle>Mon. Not. R. Astron. Soc</addtitle><description>We construct a set of model spectra specifically designed to match the colours of the Baryon Oscillation Spectroscopic Survey CMASS galaxies and to be used with photometric redshift template fitting techniques. As a basis, we use a set of spectral energy distributions(SEDs) of single and composite stellar population models. These models cannot describe well the whole colour range populated by the CMASS galaxies at all redshifts, wherefore we modify them by multiplying the SEDs with λ−β for λ > λ
i
for different values of λ
i
and β. When fitting these SEDs to the colours of the CMASS sample, with a burst and dust components in superposition, we can recreate the location in colour spaces inhabited by the CMASS galaxies. From the best-fitting models, we select a small subset in a two-dimensional plane, whereto the galaxies were mapped by a self-organizing map. These models are used for the estimation of photometric redshifts with a Bayesian template fitting code. The photometric redshifts with the novel templates have a very small outlier rate of 0.22 per cent, a low bias 〈Δz/(1 + z)〉 = 2.0 × 10−3, and scatter of σ68 = 0.026 in the rest frame. Using our models, the galaxy colours are reproduced to a better extent with the photometric redshifts of this work than with photometric redshifts of Sloan Digital Sky Survey.</description><subject>Astronomy</subject><subject>Bayesian analysis</subject><subject>Color</subject><subject>Colour</subject><subject>Fittings</subject><subject>Galaxies</subject><subject>Mathematical models</subject><subject>Photometry</subject><subject>Red shift</subject><subject>Sky surveys (astronomy)</subject><subject>Star & galaxy formation</subject><issn>0035-8711</issn><issn>1365-2966</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2015</creationdate><recordtype>article</recordtype><recordid>eNqN0U1r3DAQgGFREugm7bF3QS-5uJmxvuxj89F0IZASt2cjS-OsF9vaSnJp_n02TSCQS3Oay8Mww8vYJ4QvCLU4neZo02nKfxBAvWMrFFoVZa31AVsBCFVUBvE9O0ppCwBSlHrFtj82IYeJchwcj-TTZuhz4nb2fAqeRp525HK0I6eZ4t0990Pa227JQ5gTDz2_s6P9O1DifQwTzxvizUXTFOv1mp_dNA2_uEXg3mb7gR32dkz08Xkes1_fLn-efy-ub67W51-vCydB5MIY00tfoZK1JiTsu1rVldfUGfSdNJZkKYVTzle2dFZJK4zrlEGQpXPKimN28rR3F8PvhVJupyE5Gkc7U1hSiwar2gAY_QYKKI02Cvb08yu6DUuc94-0qGtpSikrsVfFk3IxpBSpb3dxmGy8bxHax0jtv0jtc6SXA8Ky-w99ANDRk2I</recordid><startdate>20150801</startdate><enddate>20150801</enddate><creator>Greisel, N.</creator><creator>Seitz, S.</creator><creator>Drory, N.</creator><creator>Bender, R.</creator><creator>Saglia, R. 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Astron. Soc</stitle><date>2015-08-01</date><risdate>2015</risdate><volume>451</volume><issue>2</issue><spage>1848</spage><epage>1867</epage><pages>1848-1867</pages><issn>0035-8711</issn><eissn>1365-2966</eissn><abstract>We construct a set of model spectra specifically designed to match the colours of the Baryon Oscillation Spectroscopic Survey CMASS galaxies and to be used with photometric redshift template fitting techniques. As a basis, we use a set of spectral energy distributions(SEDs) of single and composite stellar population models. These models cannot describe well the whole colour range populated by the CMASS galaxies at all redshifts, wherefore we modify them by multiplying the SEDs with λ−β for λ > λ
i
for different values of λ
i
and β. When fitting these SEDs to the colours of the CMASS sample, with a burst and dust components in superposition, we can recreate the location in colour spaces inhabited by the CMASS galaxies. From the best-fitting models, we select a small subset in a two-dimensional plane, whereto the galaxies were mapped by a self-organizing map. These models are used for the estimation of photometric redshifts with a Bayesian template fitting code. The photometric redshifts with the novel templates have a very small outlier rate of 0.22 per cent, a low bias 〈Δz/(1 + z)〉 = 2.0 × 10−3, and scatter of σ68 = 0.026 in the rest frame. Using our models, the galaxy colours are reproduced to a better extent with the photometric redshifts of this work than with photometric redshifts of Sloan Digital Sky Survey.</abstract><cop>London</cop><pub>Oxford University Press</pub><doi>10.1093/mnras/stv1005</doi><tpages>20</tpages><oa>free_for_read</oa></addata></record> |
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subjects | Astronomy Bayesian analysis Color Colour Fittings Galaxies Mathematical models Photometry Red shift Sky surveys (astronomy) Star & galaxy formation |
title | Photometric redshifts and model spectral energy distributions of galaxies from the SDSS-III BOSS DR10 data |
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