The Atacama Cosmology Telescope: Mitigating the impact of extragalactic foregrounds for the DR6 CMB lensing analysis
We investigate the impact and mitigation of extragalactic foregrounds for the CMB lensing power spectrum analysis of Atacama Cosmology Telescope (ACT) data release 6 (DR6) data. Two independent microwave sky simulations are used to test a range of mitigation strategies. We demonstrate that finding a...
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creator | MacCrann, Niall Sherwin, Blake D Qu, Frank J Namikawa, Toshiya Madhavacheril, Mathew S Abril-Cabezas, Irene An, Rui Austermann, Jason E Battaglia, Nicholas Battistelli, Elia S Beall, James A Bolliet, Boris Bond, J. Richard Cai, Hongbo Calabrese, Erminia Coulton, William R Darwish, Omar Duff, Shannon M Duivenvoorden, Adriaan J Dunkley, Jo Farren, Gerrit S Ferraro, Simone Golec, Joseph E Guan, Yilun Han, Dongwon Hervías-Caimapo, Carlos Hill, J. Colin Hilton, Matt Hložek, Renée Hubmayr, Johannes Kim, Joshua Li, Zack Kosowsky, Arthur Louis, Thibaut McMahon, Jeff Marques, Gabriela A Moodley, Kavilan Naess, Sigurd Niemack, Michael D Page, Lyman Partridge, Bruce Schaan, Emmanuel Sehgal, Neelima Sifón, Cristóbal Wollack, Edward J Salatino, Maria Ullom, Joel N Van Lanen, Jeff Van Engelen, Alexander Wenz, Lukas |
description | We investigate the impact and mitigation of extragalactic foregrounds for the
CMB lensing power spectrum analysis of Atacama Cosmology Telescope (ACT) data
release 6 (DR6) data. Two independent microwave sky simulations are used to
test a range of mitigation strategies. We demonstrate that finding and then
subtracting point sources, finding and then subtracting models of clusters, and
using a profile bias-hardened lensing estimator, together reduce the fractional
biases to well below statistical uncertainties, with the inferred lensing
amplitude, $A_{\mathrm{lens}}$, biased by less than $0.2\sigma$. We also show
that another method where a model for the cosmic infrared background (CIB)
contribution is deprojected and high frequency data from Planck is included has
similar performance. Other frequency-cleaned options do not perform as well,
incurring either a large noise cost, or resulting in biased recovery of the
lensing spectrum. In addition to these simulation-based tests, we also present
null tests performed on the ACT DR6 data which test for sensitivity of our
lensing spectrum estimation to differences in foreground levels between the two
ACT frequencies used, while nulling the CMB lensing signal. These tests pass
whether the nulling is performed at the map or bandpower level. The
CIB-deprojected measurement performed on the DR6 data is consistent with our
baseline measurement, implying contamination from the CIB is unlikely to
significantly bias the DR6 lensing spectrum. This collection of tests gives
confidence that the ACT DR6 lensing measurements and cosmological constraints
presented in companion papers to this work are robust to extragalactic
foregrounds. |
doi_str_mv | 10.48550/arxiv.2304.05196 |
format | Article |
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CMB lensing power spectrum analysis of Atacama Cosmology Telescope (ACT) data
release 6 (DR6) data. Two independent microwave sky simulations are used to
test a range of mitigation strategies. We demonstrate that finding and then
subtracting point sources, finding and then subtracting models of clusters, and
using a profile bias-hardened lensing estimator, together reduce the fractional
biases to well below statistical uncertainties, with the inferred lensing
amplitude, $A_{\mathrm{lens}}$, biased by less than $0.2\sigma$. We also show
that another method where a model for the cosmic infrared background (CIB)
contribution is deprojected and high frequency data from Planck is included has
similar performance. Other frequency-cleaned options do not perform as well,
incurring either a large noise cost, or resulting in biased recovery of the
lensing spectrum. In addition to these simulation-based tests, we also present
null tests performed on the ACT DR6 data which test for sensitivity of our
lensing spectrum estimation to differences in foreground levels between the two
ACT frequencies used, while nulling the CMB lensing signal. These tests pass
whether the nulling is performed at the map or bandpower level. The
CIB-deprojected measurement performed on the DR6 data is consistent with our
baseline measurement, implying contamination from the CIB is unlikely to
significantly bias the DR6 lensing spectrum. This collection of tests gives
confidence that the ACT DR6 lensing measurements and cosmological constraints
presented in companion papers to this work are robust to extragalactic
foregrounds.</description><identifier>DOI: 10.48550/arxiv.2304.05196</identifier><language>eng</language><subject>Physics - Cosmology and Nongalactic Astrophysics</subject><creationdate>2023-04</creationdate><rights>http://creativecommons.org/licenses/by/4.0</rights><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>228,230,776,881</link.rule.ids><linktorsrc>$$Uhttps://arxiv.org/abs/2304.05196$$EView_record_in_Cornell_University$$FView_record_in_$$GCornell_University$$Hfree_for_read</linktorsrc><backlink>$$Uhttps://doi.org/10.48550/arXiv.2304.05196$$DView paper in arXiv$$Hfree_for_read</backlink></links><search><creatorcontrib>MacCrann, Niall</creatorcontrib><creatorcontrib>Sherwin, Blake D</creatorcontrib><creatorcontrib>Qu, Frank J</creatorcontrib><creatorcontrib>Namikawa, Toshiya</creatorcontrib><creatorcontrib>Madhavacheril, Mathew S</creatorcontrib><creatorcontrib>Abril-Cabezas, Irene</creatorcontrib><creatorcontrib>An, Rui</creatorcontrib><creatorcontrib>Austermann, Jason E</creatorcontrib><creatorcontrib>Battaglia, Nicholas</creatorcontrib><creatorcontrib>Battistelli, Elia S</creatorcontrib><creatorcontrib>Beall, James A</creatorcontrib><creatorcontrib>Bolliet, Boris</creatorcontrib><creatorcontrib>Bond, J. Richard</creatorcontrib><creatorcontrib>Cai, Hongbo</creatorcontrib><creatorcontrib>Calabrese, Erminia</creatorcontrib><creatorcontrib>Coulton, William R</creatorcontrib><creatorcontrib>Darwish, Omar</creatorcontrib><creatorcontrib>Duff, Shannon M</creatorcontrib><creatorcontrib>Duivenvoorden, Adriaan J</creatorcontrib><creatorcontrib>Dunkley, Jo</creatorcontrib><creatorcontrib>Farren, Gerrit S</creatorcontrib><creatorcontrib>Ferraro, Simone</creatorcontrib><creatorcontrib>Golec, Joseph E</creatorcontrib><creatorcontrib>Guan, Yilun</creatorcontrib><creatorcontrib>Han, Dongwon</creatorcontrib><creatorcontrib>Hervías-Caimapo, Carlos</creatorcontrib><creatorcontrib>Hill, J. Colin</creatorcontrib><creatorcontrib>Hilton, Matt</creatorcontrib><creatorcontrib>Hložek, Renée</creatorcontrib><creatorcontrib>Hubmayr, Johannes</creatorcontrib><creatorcontrib>Kim, Joshua</creatorcontrib><creatorcontrib>Li, Zack</creatorcontrib><creatorcontrib>Kosowsky, Arthur</creatorcontrib><creatorcontrib>Louis, Thibaut</creatorcontrib><creatorcontrib>McMahon, Jeff</creatorcontrib><creatorcontrib>Marques, Gabriela A</creatorcontrib><creatorcontrib>Moodley, Kavilan</creatorcontrib><creatorcontrib>Naess, Sigurd</creatorcontrib><creatorcontrib>Niemack, Michael D</creatorcontrib><creatorcontrib>Page, Lyman</creatorcontrib><creatorcontrib>Partridge, Bruce</creatorcontrib><creatorcontrib>Schaan, Emmanuel</creatorcontrib><creatorcontrib>Sehgal, Neelima</creatorcontrib><creatorcontrib>Sifón, Cristóbal</creatorcontrib><creatorcontrib>Wollack, Edward J</creatorcontrib><creatorcontrib>Salatino, Maria</creatorcontrib><creatorcontrib>Ullom, Joel N</creatorcontrib><creatorcontrib>Van Lanen, Jeff</creatorcontrib><creatorcontrib>Van Engelen, Alexander</creatorcontrib><creatorcontrib>Wenz, Lukas</creatorcontrib><title>The Atacama Cosmology Telescope: Mitigating the impact of extragalactic foregrounds for the DR6 CMB lensing analysis</title><description>We investigate the impact and mitigation of extragalactic foregrounds for the
CMB lensing power spectrum analysis of Atacama Cosmology Telescope (ACT) data
release 6 (DR6) data. Two independent microwave sky simulations are used to
test a range of mitigation strategies. We demonstrate that finding and then
subtracting point sources, finding and then subtracting models of clusters, and
using a profile bias-hardened lensing estimator, together reduce the fractional
biases to well below statistical uncertainties, with the inferred lensing
amplitude, $A_{\mathrm{lens}}$, biased by less than $0.2\sigma$. We also show
that another method where a model for the cosmic infrared background (CIB)
contribution is deprojected and high frequency data from Planck is included has
similar performance. Other frequency-cleaned options do not perform as well,
incurring either a large noise cost, or resulting in biased recovery of the
lensing spectrum. In addition to these simulation-based tests, we also present
null tests performed on the ACT DR6 data which test for sensitivity of our
lensing spectrum estimation to differences in foreground levels between the two
ACT frequencies used, while nulling the CMB lensing signal. These tests pass
whether the nulling is performed at the map or bandpower level. The
CIB-deprojected measurement performed on the DR6 data is consistent with our
baseline measurement, implying contamination from the CIB is unlikely to
significantly bias the DR6 lensing spectrum. This collection of tests gives
confidence that the ACT DR6 lensing measurements and cosmological constraints
presented in companion papers to this work are robust to extragalactic
foregrounds.</description><subject>Physics - Cosmology and Nongalactic Astrophysics</subject><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2023</creationdate><recordtype>article</recordtype><sourceid>GOX</sourceid><recordid>eNotj89OhDAYxHvxYFYfwJN9AbBQWlpvK_5NdmNiuJOP8oFNgBJaze7bC7inmUlmJvkRcpewOFNCsAeYT_Y3TjnLYiYSLa9JKL-R7gMYGIAWzg-ud92ZltijN27CR3q0wXYQ7NjRsHTtMIEJ1LUUT2GGDvolWkNbN2M3u5-x8avfus9fkhbHJ9rj6Nc9jNCfvfU35KqF3uPtRXekfH0pi_fo8Pn2UewPEchcRjrhTADmTZOjRCaZ0ggpV9xgxnTKtKiFadpMq1rl3BiR1YnIW9BKSrlM-I7c_99u2NU02wHmc7XiVxs-_wMIsVX2</recordid><startdate>20230411</startdate><enddate>20230411</enddate><creator>MacCrann, Niall</creator><creator>Sherwin, Blake D</creator><creator>Qu, Frank J</creator><creator>Namikawa, Toshiya</creator><creator>Madhavacheril, Mathew S</creator><creator>Abril-Cabezas, Irene</creator><creator>An, Rui</creator><creator>Austermann, Jason E</creator><creator>Battaglia, Nicholas</creator><creator>Battistelli, Elia S</creator><creator>Beall, James A</creator><creator>Bolliet, Boris</creator><creator>Bond, J. 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Richard</au><au>Cai, Hongbo</au><au>Calabrese, Erminia</au><au>Coulton, William R</au><au>Darwish, Omar</au><au>Duff, Shannon M</au><au>Duivenvoorden, Adriaan J</au><au>Dunkley, Jo</au><au>Farren, Gerrit S</au><au>Ferraro, Simone</au><au>Golec, Joseph E</au><au>Guan, Yilun</au><au>Han, Dongwon</au><au>Hervías-Caimapo, Carlos</au><au>Hill, J. Colin</au><au>Hilton, Matt</au><au>Hložek, Renée</au><au>Hubmayr, Johannes</au><au>Kim, Joshua</au><au>Li, Zack</au><au>Kosowsky, Arthur</au><au>Louis, Thibaut</au><au>McMahon, Jeff</au><au>Marques, Gabriela A</au><au>Moodley, Kavilan</au><au>Naess, Sigurd</au><au>Niemack, Michael D</au><au>Page, Lyman</au><au>Partridge, Bruce</au><au>Schaan, Emmanuel</au><au>Sehgal, Neelima</au><au>Sifón, Cristóbal</au><au>Wollack, Edward J</au><au>Salatino, Maria</au><au>Ullom, Joel N</au><au>Van Lanen, Jeff</au><au>Van Engelen, Alexander</au><au>Wenz, Lukas</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>The Atacama Cosmology Telescope: Mitigating the impact of extragalactic foregrounds for the DR6 CMB lensing analysis</atitle><date>2023-04-11</date><risdate>2023</risdate><abstract>We investigate the impact and mitigation of extragalactic foregrounds for the
CMB lensing power spectrum analysis of Atacama Cosmology Telescope (ACT) data
release 6 (DR6) data. Two independent microwave sky simulations are used to
test a range of mitigation strategies. We demonstrate that finding and then
subtracting point sources, finding and then subtracting models of clusters, and
using a profile bias-hardened lensing estimator, together reduce the fractional
biases to well below statistical uncertainties, with the inferred lensing
amplitude, $A_{\mathrm{lens}}$, biased by less than $0.2\sigma$. We also show
that another method where a model for the cosmic infrared background (CIB)
contribution is deprojected and high frequency data from Planck is included has
similar performance. Other frequency-cleaned options do not perform as well,
incurring either a large noise cost, or resulting in biased recovery of the
lensing spectrum. In addition to these simulation-based tests, we also present
null tests performed on the ACT DR6 data which test for sensitivity of our
lensing spectrum estimation to differences in foreground levels between the two
ACT frequencies used, while nulling the CMB lensing signal. These tests pass
whether the nulling is performed at the map or bandpower level. The
CIB-deprojected measurement performed on the DR6 data is consistent with our
baseline measurement, implying contamination from the CIB is unlikely to
significantly bias the DR6 lensing spectrum. This collection of tests gives
confidence that the ACT DR6 lensing measurements and cosmological constraints
presented in companion papers to this work are robust to extragalactic
foregrounds.</abstract><doi>10.48550/arxiv.2304.05196</doi><oa>free_for_read</oa></addata></record> |
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title | The Atacama Cosmology Telescope: Mitigating the impact of extragalactic foregrounds for the DR6 CMB lensing analysis |
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