OzDES Reverberation Mapping Program: Lag recovery reliability for 6-year CIV analysis

We present the statistical methods that have been developed to analyse the OzDES reverberation mapping sample. To perform this statistical analysis we have created a suite of customisable simulations that mimic the characteristics of each source in the OzDES sample. These characteristics include: th...

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Veröffentlicht in:arXiv.org 2021-10
Hauptverfasser: Penton, Andrew, Malik, Umang, Davis, Tamara, Martini, Paul, Yu, Zhefu, Sharp, Rob, Lidman, Christopher, Tucker, Brad E, Hoormann, Janie, Aguena, Michel, Allam, Sahar, Annis, James, Asorey, Jacobo, Bacon, David, Bertin, Emmanuel, Bhargava, Sunayana, Brooks, David, Calcino, Josh, Aurelio Carnero Rosell, Carollo, Daniela, Matias Carrasco Kind, Carretero, Jorge, Costanzi, Matteo, da Costa, Luiz, Maria Elidaiana da Silva Pereira, De Vicente, Juan, Diehl, H Thomas, Eifler, Tim, Spencer, Everett, Ferrero, Ismael, Fosalba, Pablo, Frieman, Josh, Garcia-Bellido, Juan, Gaztanaga, Enrique, Gerdes, David, Gruen, Daniel, Gruendl, Robert, Gschwend, Julia, Gutierrez, Gaston, Hinton, Samuel, Hollowood, Devon L, Honscheid, Klaus, James, David, Kim, Alex, Kuehn, Kyler, Kuropatkin, Nikolay, Maia, Marcio, Marshall, Jennifer, Menanteau, Felipe, Miquel, Ramon, Möller, Anais, Morgan, Robert, Palmese, Antonella, Paz-Chinchon, Francisco, Andrés Plazas Malagón, Romer, Kathy, Sanchez, Eusebio, Scarpine, Vic, Scolnic, Daniel, Serrano, Santiago, Smith, Mathew, Suchyta, Eric, Swanson, Molly, Tarle, Gregory, Chun-Hao To, Uddin, Syed, Varga, Tamas Norbert, Wester, William, Wilkinson, Reese
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container_title arXiv.org
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creator Penton, Andrew
Malik, Umang
Davis, Tamara
Martini, Paul
Yu, Zhefu
Sharp, Rob
Lidman, Christopher
Tucker, Brad E
Hoormann, Janie
Aguena, Michel
Allam, Sahar
Annis, James
Asorey, Jacobo
Bacon, David
Bertin, Emmanuel
Bhargava, Sunayana
Brooks, David
Calcino, Josh
Aurelio Carnero Rosell
Carollo, Daniela
Matias Carrasco Kind
Carretero, Jorge
Costanzi, Matteo
da Costa, Luiz
Maria Elidaiana da Silva Pereira
De Vicente, Juan
Diehl, H Thomas
Eifler, Tim
Spencer, Everett
Ferrero, Ismael
Fosalba, Pablo
Frieman, Josh
Garcia-Bellido, Juan
Gaztanaga, Enrique
Gerdes, David
Gruen, Daniel
Gruendl, Robert
Gschwend, Julia
Gutierrez, Gaston
Hinton, Samuel
Hollowood, Devon L
Honscheid, Klaus
James, David
Kim, Alex
Kuehn, Kyler
Kuropatkin, Nikolay
Maia, Marcio
Marshall, Jennifer
Menanteau, Felipe
Miquel, Ramon
Möller, Anais
Morgan, Robert
Palmese, Antonella
Paz-Chinchon, Francisco
Andrés Plazas Malagón
Romer, Kathy
Sanchez, Eusebio
Scarpine, Vic
Scolnic, Daniel
Serrano, Santiago
Smith, Mathew
Suchyta, Eric
Swanson, Molly
Tarle, Gregory
Chun-Hao To
Uddin, Syed
Varga, Tamas Norbert
Wester, William
Wilkinson, Reese
description We present the statistical methods that have been developed to analyse the OzDES reverberation mapping sample. To perform this statistical analysis we have created a suite of customisable simulations that mimic the characteristics of each source in the OzDES sample. These characteristics include: the variability in the photometric and spectroscopic lightcurves, the measurement uncertainties, and the observational cadence. By simulating the sources in the OzDES sample that contain the CIV emission line, we developed a set of criteria that rank the reliability of a recovered time lag depending on the agreement between different recovery methods, the magnitude of the uncertainties, and the rate at which false positives were found in the simulations. These criteria were applied to simulated light curves and these results used to estimate the quality of the resulting Radius-Luminosity relation.We grade the results using three quality levels (gold, silver and bronze). The input slope of the R-L relation was recovered within \(1\sigma\) for each of the three quality samples, with the gold standard having the lowest dispersion with a recovered a R-L relation slope of \(0.454\pm 0.016\) with an input slope of 0.47. Future work will apply these methods to the entire OzDES sample of 771 AGN.
doi_str_mv 10.48550/arxiv.2101.06921
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To perform this statistical analysis we have created a suite of customisable simulations that mimic the characteristics of each source in the OzDES sample. These characteristics include: the variability in the photometric and spectroscopic lightcurves, the measurement uncertainties, and the observational cadence. By simulating the sources in the OzDES sample that contain the CIV emission line, we developed a set of criteria that rank the reliability of a recovered time lag depending on the agreement between different recovery methods, the magnitude of the uncertainties, and the rate at which false positives were found in the simulations. These criteria were applied to simulated light curves and these results used to estimate the quality of the resulting Radius-Luminosity relation.We grade the results using three quality levels (gold, silver and bronze). The input slope of the R-L relation was recovered within \(1\sigma\) for each of the three quality samples, with the gold standard having the lowest dispersion with a recovered a R-L relation slope of \(0.454\pm 0.016\) with an input slope of 0.47. Future work will apply these methods to the entire OzDES sample of 771 AGN.</description><subject>Mapping</subject><subject>Physics - Astrophysics of Galaxies</subject><subject>Recovery</subject><subject>Reliability analysis</subject><subject>Reverberation</subject><subject>Simulation</subject><subject>Statistical analysis</subject><subject>Statistical methods</subject><subject>Time lag</subject><subject>Uncertainty</subject><issn>2331-8422</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2021</creationdate><recordtype>article</recordtype><sourceid>ABUWG</sourceid><sourceid>AFKRA</sourceid><sourceid>AZQEC</sourceid><sourceid>BENPR</sourceid><sourceid>CCPQU</sourceid><sourceid>DWQXO</sourceid><sourceid>GOX</sourceid><recordid>eNotj1FLwzAUhYMgOOZ-gE8GfO5MbpI29U3m1MFkotPXkrY3JaNra7IN66-3bsKFcx8-Ducj5IqzqdRKsVvjv91hCpzxKYtT4GdkBELwSEuACzIJYcMYgzgBpcSIfKx-Hubv9A0P6HP0Zufahr6YrnNNRV99W3mzvaNLU1GPRTtA_fDUzuSudrue2tbTOOrReDpbfFLTmLoPLlySc2vqgJP_HJP143w9e46Wq6fF7H4ZGQUsKnShrS1sDglDqzTEMFxZai4ht8g1K20pWClSLCUmFsCkKcoctIoBUYoxuT7VHp2zzrut8X32554d3Qfi5kR0vv3aY9hlm3bvh5UhA5lorQeKiV8GsVws</recordid><startdate>20211018</startdate><enddate>20211018</enddate><creator>Penton, Andrew</creator><creator>Malik, Umang</creator><creator>Davis, Tamara</creator><creator>Martini, Paul</creator><creator>Yu, Zhefu</creator><creator>Sharp, Rob</creator><creator>Lidman, Christopher</creator><creator>Tucker, Brad E</creator><creator>Hoormann, Janie</creator><creator>Aguena, Michel</creator><creator>Allam, Sahar</creator><creator>Annis, James</creator><creator>Asorey, Jacobo</creator><creator>Bacon, David</creator><creator>Bertin, Emmanuel</creator><creator>Bhargava, Sunayana</creator><creator>Brooks, David</creator><creator>Calcino, Josh</creator><creator>Aurelio Carnero Rosell</creator><creator>Carollo, Daniela</creator><creator>Matias Carrasco Kind</creator><creator>Carretero, Jorge</creator><creator>Costanzi, Matteo</creator><creator>da Costa, Luiz</creator><creator>Maria Elidaiana da Silva Pereira</creator><creator>De Vicente, Juan</creator><creator>Diehl, H Thomas</creator><creator>Eifler, Tim</creator><creator>Spencer, Everett</creator><creator>Ferrero, Ismael</creator><creator>Fosalba, Pablo</creator><creator>Frieman, Josh</creator><creator>Garcia-Bellido, Juan</creator><creator>Gaztanaga, Enrique</creator><creator>Gerdes, David</creator><creator>Gruen, Daniel</creator><creator>Gruendl, Robert</creator><creator>Gschwend, Julia</creator><creator>Gutierrez, Gaston</creator><creator>Hinton, Samuel</creator><creator>Hollowood, Devon L</creator><creator>Honscheid, Klaus</creator><creator>James, David</creator><creator>Kim, Alex</creator><creator>Kuehn, Kyler</creator><creator>Kuropatkin, Nikolay</creator><creator>Maia, Marcio</creator><creator>Marshall, Jennifer</creator><creator>Menanteau, Felipe</creator><creator>Miquel, Ramon</creator><creator>Möller, Anais</creator><creator>Morgan, Robert</creator><creator>Palmese, Antonella</creator><creator>Paz-Chinchon, Francisco</creator><creator>Andrés Plazas Malagón</creator><creator>Romer, Kathy</creator><creator>Sanchez, Eusebio</creator><creator>Scarpine, Vic</creator><creator>Scolnic, Daniel</creator><creator>Serrano, Santiago</creator><creator>Smith, Mathew</creator><creator>Suchyta, Eric</creator><creator>Swanson, Molly</creator><creator>Tarle, Gregory</creator><creator>Chun-Hao To</creator><creator>Uddin, Syed</creator><creator>Varga, Tamas Norbert</creator><creator>Wester, William</creator><creator>Wilkinson, Reese</creator><general>Cornell University Library, arXiv.org</general><scope>8FE</scope><scope>8FG</scope><scope>ABJCF</scope><scope>ABUWG</scope><scope>AFKRA</scope><scope>AZQEC</scope><scope>BENPR</scope><scope>BGLVJ</scope><scope>CCPQU</scope><scope>DWQXO</scope><scope>HCIFZ</scope><scope>L6V</scope><scope>M7S</scope><scope>PIMPY</scope><scope>PQEST</scope><scope>PQQKQ</scope><scope>PQUKI</scope><scope>PRINS</scope><scope>PTHSS</scope><scope>GOX</scope></search><sort><creationdate>20211018</creationdate><title>OzDES Reverberation Mapping Program: Lag recovery reliability for 6-year CIV analysis</title><author>Penton, Andrew ; Malik, Umang ; Davis, Tamara ; Martini, Paul ; Yu, Zhefu ; Sharp, Rob ; Lidman, Christopher ; Tucker, Brad E ; Hoormann, Janie ; Aguena, Michel ; Allam, Sahar ; Annis, James ; Asorey, Jacobo ; Bacon, David ; Bertin, Emmanuel ; Bhargava, Sunayana ; Brooks, David ; Calcino, Josh ; Aurelio Carnero Rosell ; Carollo, Daniela ; Matias Carrasco Kind ; Carretero, Jorge ; Costanzi, Matteo ; da Costa, Luiz ; Maria Elidaiana da Silva Pereira ; De Vicente, Juan ; Diehl, H Thomas ; Eifler, Tim ; Spencer, Everett ; Ferrero, Ismael ; Fosalba, Pablo ; Frieman, Josh ; Garcia-Bellido, Juan ; Gaztanaga, Enrique ; Gerdes, David ; Gruen, Daniel ; Gruendl, Robert ; Gschwend, Julia ; Gutierrez, Gaston ; Hinton, Samuel ; Hollowood, Devon L ; Honscheid, Klaus ; James, David ; Kim, Alex ; Kuehn, Kyler ; Kuropatkin, Nikolay ; Maia, Marcio ; Marshall, Jennifer ; Menanteau, Felipe ; Miquel, Ramon ; Möller, Anais ; Morgan, Robert ; Palmese, Antonella ; Paz-Chinchon, Francisco ; Andrés Plazas Malagón ; Romer, Kathy ; Sanchez, Eusebio ; Scarpine, Vic ; Scolnic, Daniel ; Serrano, Santiago ; Smith, Mathew ; Suchyta, Eric ; Swanson, Molly ; Tarle, Gregory ; Chun-Hao To ; Uddin, Syed ; Varga, Tamas Norbert ; Wester, William ; Wilkinson, Reese</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-a520-c8c8ffcfb270ef58262262dd8142bfe180dfd30d39ed4e7f22a99e4b28562ee43</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2021</creationdate><topic>Mapping</topic><topic>Physics - Astrophysics of Galaxies</topic><topic>Recovery</topic><topic>Reliability analysis</topic><topic>Reverberation</topic><topic>Simulation</topic><topic>Statistical analysis</topic><topic>Statistical methods</topic><topic>Time lag</topic><topic>Uncertainty</topic><toplevel>online_resources</toplevel><creatorcontrib>Penton, Andrew</creatorcontrib><creatorcontrib>Malik, Umang</creatorcontrib><creatorcontrib>Davis, Tamara</creatorcontrib><creatorcontrib>Martini, Paul</creatorcontrib><creatorcontrib>Yu, Zhefu</creatorcontrib><creatorcontrib>Sharp, Rob</creatorcontrib><creatorcontrib>Lidman, Christopher</creatorcontrib><creatorcontrib>Tucker, Brad E</creatorcontrib><creatorcontrib>Hoormann, Janie</creatorcontrib><creatorcontrib>Aguena, Michel</creatorcontrib><creatorcontrib>Allam, Sahar</creatorcontrib><creatorcontrib>Annis, James</creatorcontrib><creatorcontrib>Asorey, Jacobo</creatorcontrib><creatorcontrib>Bacon, David</creatorcontrib><creatorcontrib>Bertin, Emmanuel</creatorcontrib><creatorcontrib>Bhargava, Sunayana</creatorcontrib><creatorcontrib>Brooks, David</creatorcontrib><creatorcontrib>Calcino, Josh</creatorcontrib><creatorcontrib>Aurelio Carnero Rosell</creatorcontrib><creatorcontrib>Carollo, Daniela</creatorcontrib><creatorcontrib>Matias Carrasco Kind</creatorcontrib><creatorcontrib>Carretero, Jorge</creatorcontrib><creatorcontrib>Costanzi, Matteo</creatorcontrib><creatorcontrib>da Costa, Luiz</creatorcontrib><creatorcontrib>Maria Elidaiana da Silva Pereira</creatorcontrib><creatorcontrib>De Vicente, Juan</creatorcontrib><creatorcontrib>Diehl, H Thomas</creatorcontrib><creatorcontrib>Eifler, Tim</creatorcontrib><creatorcontrib>Spencer, Everett</creatorcontrib><creatorcontrib>Ferrero, Ismael</creatorcontrib><creatorcontrib>Fosalba, Pablo</creatorcontrib><creatorcontrib>Frieman, Josh</creatorcontrib><creatorcontrib>Garcia-Bellido, Juan</creatorcontrib><creatorcontrib>Gaztanaga, Enrique</creatorcontrib><creatorcontrib>Gerdes, David</creatorcontrib><creatorcontrib>Gruen, Daniel</creatorcontrib><creatorcontrib>Gruendl, Robert</creatorcontrib><creatorcontrib>Gschwend, Julia</creatorcontrib><creatorcontrib>Gutierrez, Gaston</creatorcontrib><creatorcontrib>Hinton, Samuel</creatorcontrib><creatorcontrib>Hollowood, Devon L</creatorcontrib><creatorcontrib>Honscheid, Klaus</creatorcontrib><creatorcontrib>James, David</creatorcontrib><creatorcontrib>Kim, Alex</creatorcontrib><creatorcontrib>Kuehn, Kyler</creatorcontrib><creatorcontrib>Kuropatkin, Nikolay</creatorcontrib><creatorcontrib>Maia, Marcio</creatorcontrib><creatorcontrib>Marshall, Jennifer</creatorcontrib><creatorcontrib>Menanteau, Felipe</creatorcontrib><creatorcontrib>Miquel, Ramon</creatorcontrib><creatorcontrib>Möller, Anais</creatorcontrib><creatorcontrib>Morgan, Robert</creatorcontrib><creatorcontrib>Palmese, Antonella</creatorcontrib><creatorcontrib>Paz-Chinchon, Francisco</creatorcontrib><creatorcontrib>Andrés Plazas Malagón</creatorcontrib><creatorcontrib>Romer, Kathy</creatorcontrib><creatorcontrib>Sanchez, Eusebio</creatorcontrib><creatorcontrib>Scarpine, Vic</creatorcontrib><creatorcontrib>Scolnic, Daniel</creatorcontrib><creatorcontrib>Serrano, Santiago</creatorcontrib><creatorcontrib>Smith, Mathew</creatorcontrib><creatorcontrib>Suchyta, Eric</creatorcontrib><creatorcontrib>Swanson, Molly</creatorcontrib><creatorcontrib>Tarle, Gregory</creatorcontrib><creatorcontrib>Chun-Hao To</creatorcontrib><creatorcontrib>Uddin, Syed</creatorcontrib><creatorcontrib>Varga, Tamas Norbert</creatorcontrib><creatorcontrib>Wester, William</creatorcontrib><creatorcontrib>Wilkinson, Reese</creatorcontrib><collection>ProQuest SciTech Collection</collection><collection>ProQuest Technology Collection</collection><collection>Materials Science &amp; Engineering Collection</collection><collection>ProQuest Central (Alumni Edition)</collection><collection>ProQuest Central UK/Ireland</collection><collection>ProQuest Central Essentials</collection><collection>ProQuest Central</collection><collection>Technology Collection</collection><collection>ProQuest One Community College</collection><collection>ProQuest Central Korea</collection><collection>SciTech Premium Collection</collection><collection>ProQuest Engineering Collection</collection><collection>Engineering Database</collection><collection>Publicly Available Content Database</collection><collection>ProQuest One Academic Eastern Edition (DO NOT USE)</collection><collection>ProQuest One Academic</collection><collection>ProQuest One Academic UKI Edition</collection><collection>ProQuest Central China</collection><collection>Engineering Collection</collection><collection>arXiv.org</collection><jtitle>arXiv.org</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Penton, Andrew</au><au>Malik, Umang</au><au>Davis, Tamara</au><au>Martini, Paul</au><au>Yu, Zhefu</au><au>Sharp, Rob</au><au>Lidman, Christopher</au><au>Tucker, Brad E</au><au>Hoormann, Janie</au><au>Aguena, Michel</au><au>Allam, Sahar</au><au>Annis, James</au><au>Asorey, Jacobo</au><au>Bacon, David</au><au>Bertin, Emmanuel</au><au>Bhargava, Sunayana</au><au>Brooks, David</au><au>Calcino, Josh</au><au>Aurelio Carnero Rosell</au><au>Carollo, Daniela</au><au>Matias Carrasco Kind</au><au>Carretero, Jorge</au><au>Costanzi, Matteo</au><au>da Costa, Luiz</au><au>Maria Elidaiana da Silva Pereira</au><au>De Vicente, Juan</au><au>Diehl, H Thomas</au><au>Eifler, Tim</au><au>Spencer, Everett</au><au>Ferrero, Ismael</au><au>Fosalba, Pablo</au><au>Frieman, Josh</au><au>Garcia-Bellido, Juan</au><au>Gaztanaga, Enrique</au><au>Gerdes, David</au><au>Gruen, Daniel</au><au>Gruendl, Robert</au><au>Gschwend, Julia</au><au>Gutierrez, Gaston</au><au>Hinton, Samuel</au><au>Hollowood, Devon L</au><au>Honscheid, Klaus</au><au>James, David</au><au>Kim, Alex</au><au>Kuehn, Kyler</au><au>Kuropatkin, Nikolay</au><au>Maia, Marcio</au><au>Marshall, Jennifer</au><au>Menanteau, Felipe</au><au>Miquel, Ramon</au><au>Möller, Anais</au><au>Morgan, Robert</au><au>Palmese, Antonella</au><au>Paz-Chinchon, Francisco</au><au>Andrés Plazas Malagón</au><au>Romer, Kathy</au><au>Sanchez, Eusebio</au><au>Scarpine, Vic</au><au>Scolnic, Daniel</au><au>Serrano, Santiago</au><au>Smith, Mathew</au><au>Suchyta, Eric</au><au>Swanson, Molly</au><au>Tarle, Gregory</au><au>Chun-Hao To</au><au>Uddin, Syed</au><au>Varga, Tamas Norbert</au><au>Wester, William</au><au>Wilkinson, Reese</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>OzDES Reverberation Mapping Program: Lag recovery reliability for 6-year CIV analysis</atitle><jtitle>arXiv.org</jtitle><date>2021-10-18</date><risdate>2021</risdate><eissn>2331-8422</eissn><abstract>We present the statistical methods that have been developed to analyse the OzDES reverberation mapping sample. To perform this statistical analysis we have created a suite of customisable simulations that mimic the characteristics of each source in the OzDES sample. These characteristics include: the variability in the photometric and spectroscopic lightcurves, the measurement uncertainties, and the observational cadence. By simulating the sources in the OzDES sample that contain the CIV emission line, we developed a set of criteria that rank the reliability of a recovered time lag depending on the agreement between different recovery methods, the magnitude of the uncertainties, and the rate at which false positives were found in the simulations. These criteria were applied to simulated light curves and these results used to estimate the quality of the resulting Radius-Luminosity relation.We grade the results using three quality levels (gold, silver and bronze). The input slope of the R-L relation was recovered within \(1\sigma\) for each of the three quality samples, with the gold standard having the lowest dispersion with a recovered a R-L relation slope of \(0.454\pm 0.016\) with an input slope of 0.47. Future work will apply these methods to the entire OzDES sample of 771 AGN.</abstract><cop>Ithaca</cop><pub>Cornell University Library, arXiv.org</pub><doi>10.48550/arxiv.2101.06921</doi><oa>free_for_read</oa></addata></record>
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subjects Mapping
Physics - Astrophysics of Galaxies
Recovery
Reliability analysis
Reverberation
Simulation
Statistical analysis
Statistical methods
Time lag
Uncertainty
title OzDES Reverberation Mapping Program: Lag recovery reliability for 6-year CIV analysis
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