SALT3-NIR: Taking the Open-source Type Ia Supernova Model to Longer Wavelengths for Next-generation Cosmological Measurements
Abstract A large fraction of Type Ia supernova (SN Ia) observations over the next decade will be in the near-infrared (NIR), at wavelengths beyond the reach of the current standard light-curve model for SN Ia cosmology, SALT3 (∼2800–8700 Å central filter wavelength). To harness this new SN Ia sample...
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creator | Pierel, J. D. R. Jones, D. O. Kenworthy, W. D. Dai, M. Kessler, R. Ashall, C. Do, A. Peterson, E. R. Shappee, B. J. Siebert, M. R. Barna, T. Brink, T. G. Burke, J. Calamida, A. Camacho-Neves, Y. Jaeger, T. de Filippenko, A. V. Foley, R. J. Galbany, L. Fox, O. D. Gomez, S. Hiramatsu, D. Hounsell, R. Howell, D. A. Jha, S. W. Kwok, L. A. Pérez-Fournon, I. Poidevin, F. Rest, A. Rubin, D. Scolnic, D. M. Shirley, R. Strolger, L. G. Tinyanont, S. Wang, Q. |
description | Abstract A large fraction of Type Ia supernova (SN Ia) observations over the next decade will be in the near-infrared (NIR), at wavelengths beyond the reach of the current standard light-curve model for SN Ia cosmology, SALT3 (∼2800–8700 Å central filter wavelength). To harness this new SN Ia sample and reduce future light-curve standardization systematic uncertainties, we train SALT3 at NIR wavelengths (SALT3-NIR) up to 2μm with the open-source model-training softwareSALTshaker, which can easily accommodate future observations. Using simulated data, we show that the training process constrains the NIR model to ∼2%–3% across the phase range (−20 to 50 days). We find that Hubble residual (HR) scatter is smaller using the NIR alone or optical+NIR compared to optical alone, by up to ∼30% depending on filter choice (95% confidence). There is significant correlation between NIR light-curve stretch measurements and luminosity, with stretch and color corrections often improving HR scatter by up to ∼20%. For SN Ia observations expected from the Roman Space Telescope, SALT3-NIR increases the amount of usable data in the SALT framework by ∼20% at redshiftz≲ 0.4 and by ∼50% atz≲ 0.15. The SALT3-NIR model is part of the open-sourceSNCosmoandSNANASN Ia cosmology packages. |
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D. R. ; Jones, D. O. ; Kenworthy, W. D. ; Dai, M. ; Kessler, R. ; Ashall, C. ; Do, A. ; Peterson, E. R. ; Shappee, B. J. ; Siebert, M. R. ; Barna, T. ; Brink, T. G. ; Burke, J. ; Calamida, A. ; Camacho-Neves, Y. ; Jaeger, T. de ; Filippenko, A. V. ; Foley, R. J. ; Galbany, L. ; Fox, O. D. ; Gomez, S. ; Hiramatsu, D. ; Hounsell, R. ; Howell, D. A. ; Jha, S. W. ; Kwok, L. A. ; Pérez-Fournon, I. ; Poidevin, F. ; Rest, A. ; Rubin, D. ; Scolnic, D. M. ; Shirley, R. ; Strolger, L. G. ; Tinyanont, S. ; Wang, Q.</creator><creatorcontrib>Pierel, J. D. R. ; Jones, D. O. ; Kenworthy, W. D. ; Dai, M. ; Kessler, R. ; Ashall, C. ; Do, A. ; Peterson, E. R. ; Shappee, B. J. ; Siebert, M. R. ; Barna, T. ; Brink, T. G. ; Burke, J. ; Calamida, A. ; Camacho-Neves, Y. ; Jaeger, T. de ; Filippenko, A. V. ; Foley, R. J. ; Galbany, L. ; Fox, O. D. ; Gomez, S. ; Hiramatsu, D. ; Hounsell, R. ; Howell, D. A. ; Jha, S. W. ; Kwok, L. A. ; Pérez-Fournon, I. ; Poidevin, F. ; Rest, A. ; Rubin, D. ; Scolnic, D. M. ; Shirley, R. ; Strolger, L. G. ; Tinyanont, S. ; Wang, Q. ; Duke Univ., Durham, NC (United States)</creatorcontrib><description>Abstract A large fraction of Type Ia supernova (SN Ia) observations over the next decade will be in the near-infrared (NIR), at wavelengths beyond the reach of the current standard light-curve model for SN Ia cosmology, SALT3 (∼2800–8700 Å central filter wavelength). To harness this new SN Ia sample and reduce future light-curve standardization systematic uncertainties, we train SALT3 at NIR wavelengths (SALT3-NIR) up to 2μm with the open-source model-training softwareSALTshaker, which can easily accommodate future observations. Using simulated data, we show that the training process constrains the NIR model to ∼2%–3% across the phase range (−20 to 50 days). We find that Hubble residual (HR) scatter is smaller using the NIR alone or optical+NIR compared to optical alone, by up to ∼30% depending on filter choice (95% confidence). There is significant correlation between NIR light-curve stretch measurements and luminosity, with stretch and color corrections often improving HR scatter by up to ∼20%. For SN Ia observations expected from the Roman Space Telescope, SALT3-NIR increases the amount of usable data in the SALT framework by ∼20% at redshiftz≲ 0.4 and by ∼50% atz≲ 0.15. 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Using simulated data, we show that the training process constrains the NIR model to ∼2%–3% across the phase range (−20 to 50 days). We find that Hubble residual (HR) scatter is smaller using the NIR alone or optical+NIR compared to optical alone, by up to ∼30% depending on filter choice (95% confidence). There is significant correlation between NIR light-curve stretch measurements and luminosity, with stretch and color corrections often improving HR scatter by up to ∼20%. For SN Ia observations expected from the Roman Space Telescope, SALT3-NIR increases the amount of usable data in the SALT framework by ∼20% at redshiftz≲ 0.4 and by ∼50% atz≲ 0.15. 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G.</au><au>Burke, J.</au><au>Calamida, A.</au><au>Camacho-Neves, Y.</au><au>Jaeger, T. de</au><au>Filippenko, A. V.</au><au>Foley, R. J.</au><au>Galbany, L.</au><au>Fox, O. D.</au><au>Gomez, S.</au><au>Hiramatsu, D.</au><au>Hounsell, R.</au><au>Howell, D. A.</au><au>Jha, S. W.</au><au>Kwok, L. A.</au><au>Pérez-Fournon, I.</au><au>Poidevin, F.</au><au>Rest, A.</au><au>Rubin, D.</au><au>Scolnic, D. M.</au><au>Shirley, R.</au><au>Strolger, L. G.</au><au>Tinyanont, S.</au><au>Wang, Q.</au><aucorp>Duke Univ., Durham, NC (United States)</aucorp><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>SALT3-NIR: Taking the Open-source Type Ia Supernova Model to Longer Wavelengths for Next-generation Cosmological Measurements</atitle><jtitle>The Astrophysical journal</jtitle><date>2022-10-27</date><risdate>2022</risdate><volume>939</volume><issue>1</issue><issn>0004-637X</issn><abstract>Abstract A large fraction of Type Ia supernova (SN Ia) observations over the next decade will be in the near-infrared (NIR), at wavelengths beyond the reach of the current standard light-curve model for SN Ia cosmology, SALT3 (∼2800–8700 Å central filter wavelength). To harness this new SN Ia sample and reduce future light-curve standardization systematic uncertainties, we train SALT3 at NIR wavelengths (SALT3-NIR) up to 2μm with the open-source model-training softwareSALTshaker, which can easily accommodate future observations. Using simulated data, we show that the training process constrains the NIR model to ∼2%–3% across the phase range (−20 to 50 days). We find that Hubble residual (HR) scatter is smaller using the NIR alone or optical+NIR compared to optical alone, by up to ∼30% depending on filter choice (95% confidence). There is significant correlation between NIR light-curve stretch measurements and luminosity, with stretch and color corrections often improving HR scatter by up to ∼20%. For SN Ia observations expected from the Roman Space Telescope, SALT3-NIR increases the amount of usable data in the SALT framework by ∼20% at redshiftz≲ 0.4 and by ∼50% atz≲ 0.15. 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title | SALT3-NIR: Taking the Open-source Type Ia Supernova Model to Longer Wavelengths for Next-generation Cosmological Measurements |
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