BICEP/Keck. XX. Component-separated Maps of the Polarized Cosmic Microwave Background and Thermal Dust Emission Using Planck and BICEP/Keck Observations through the 2018 Observing Season
Creators
- Ade, P. A. R.1
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Ahmed, Z.2, 3
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Amiri, M.4
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Barkats, D.5
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Thakur, R. Basu6
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Bischoff, C. A.7
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Beck, D.8
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Bock, J. J.6, 9
- Boenish, H.5
- Buza, V.10
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Cantrall, B.2, 8
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IV, J. R. Cheshire6
- Connors, J.11
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Cornelison, J.12
- Crumrine, M.13
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Cukierman, A. J.6
- Denison, E.11
- Duband, L.14
- Echter, M.5
- Eiben, M.5
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Elwood, B. D.5, 15
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Fatigoni, S.6
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Filippini, J. P.16
- Fortes, A.8
- Gao, M.6
- Giannakopoulos, C.7
- Goeckner-Wald, N.8
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Goldfinger, D. C.8
- Gratton, S.17
- Grayson, J. A.8
- Greathouse, A.6
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Grimes, P. K.5
- Hall, G.8, 13
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Halal, G.8
- Halpern, M.4
- Hand, E.7
- Harrison, S. A.5
- Henderson, S.2, 3
- Hoang, T. D.13
- Hubmayr, J.11
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Hui, H.6
- Irwin, K. D.8
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Kang, J. H.6
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Karkare, K. S.2, 3, 18
- Kefeli, S.6
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Kovac, J. M.5, 15
- Kuo, C.8
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Lasko, K.13
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Lau, K.6
- Lautzenhiser, M.7
- Lennox, A.16
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Liu, T.8
- Mackey, S.10
- Maher, N.13
- Megerian, K. G.9
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Minutolo, L.6
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Moncelsi, L.6
- Nakato, Y.8
- Nguyen, H. T.6, 9
- O'Brient, R.6, 9
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Paine, S. N.5
- Patel, A.6
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Petroff, M. A.5
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Polish, A. R.5, 15
- Prouve, T.14
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Pryke, C.13
- Reintsema, C. D.11
- Richter, S.5
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Romand, T.6
- Salatino, M.8
- Schillaci, A.6
- Schmitt, B.5
- Schwarz, R.13
- Sheehy, C. D.13
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Singari, B.13
- Soliman, A.6, 9
- St Germaine, T.5
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Steiger, A.6
- Steinbach, B.6
- Sudiwala, R.1
- Teply, G. P.6
- Thompson, K. L.8
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Tucker, C.1
- Turner, A. D.9
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Vergès, C.5, 19
- Vieregg, A. G.10
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Wandui, A.6
- Weber, A. C.9
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Willmert, J.13
- Wong, C. L.5, 15
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Wu, W. L. K.2, 3, 8
- Yang, H.8
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Yu, C.10
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Zeng, L.5
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Zhang, C.8
- Zhang, S.6
- (BICEP/Keck Collaboration)
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1.
Cardiff University
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2.
Kavli Institute for Particle Astrophysics and Cosmology
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3.
SLAC National Accelerator Laboratory
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4.
University of British Columbia
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5.
Harvard-Smithsonian Center for Astrophysics
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6.
California Institute of Technology
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7.
University of Cincinnati
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8.
Stanford University
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9.
Jet Propulsion Lab
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10.
University of Chicago
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11.
National Institute of Standards and Technology
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12.
Argonne National Laboratory
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13.
University of Minnesota
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14.
CEA Grenoble
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15.
Harvard University
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16.
University of Illinois Urbana-Champaign
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17.
University of Cambridge
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18.
Boston University
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19.
Lawrence Berkeley National Laboratory
Abstract
We present component-separated polarization maps of the cosmic microwave background (CMB) and Galactic thermal dust emission, derived using data from the BICEP/Keck experiments through the 2018 observing season and Planck. By employing a maximum-likelihood method that utilizes observing matrices, we produce unbiased maps of the CMB and dust signals. We outline the computational challenges and demonstrate an efficient implementation of the component map estimator. We show methods to compute and characterize power spectra of these maps, opening up an alternative way to infer the tensor-to-scalar ratio from our data. We compare the results of this map-based separation method with the baseline BICEP/Keck analysis. Our analysis demonstrates consistency between the two methods, finding an 84% correlation between the pipelines.
Copyright and License
© 2026. The Author(s). Published by the American Astronomical Society. Original content from this work may be used under the terms of the Creative Commons Attribution 4.0 licence. Any further distribution of this work must maintain attribution to the author(s) and the title of the work, journal citation and DOI.
Acknowledgement
The BICEP/Keck projects have been made possible through a series of grants from the National Science Foundation, most recently including 2220444-2220448, 2216223, 1836010, and 1726917. The development of antenna-coupled detector technology was supported by the JPL Research and Technology Development Fund and by NASA grants 06-ARPA206-0040, 10-SAT10-0017, 12-SAT12-0031, 14-SAT14-0009, and 16-SAT-16-0002. The development and testing of focal planes was supported by the Gordon and Betty Moore Foundation at Caltech. Readout electronics were supported by a Canada Foundation for Innovation grant to UBC. Support for quasi-optical filtering was provided by UK STFC grant ST/N000706/1. The computations in this paper were run on the Odyssey/Cannon cluster supported by the FAS Science Division Research Computing Group at Harvard University. The analysis effort at Stanford and SLAC is partially supported by the U.S. DOE Office of Science.
We thank the staff of the U.S. Antarctic Program, and in particular the South Pole Station, without whose help this research would not have been possible. Most special thanks go to our heroic winter-overs during the observing seasons up until 2018: Robert Schwarz, Steffen Richter, Sam Harrison, Grantland Hall, and Hans Boenish. We thank all those who have contributed past efforts to the BICEP/Keck series of experiments, including the BICEPone team. We also thank the Planck and WMAP teams for the use of their data.
We are grateful to Federico Bianchini and Radek Stompor for insightful discussions and to Josquin Errard for valuable comments on the manuscript.
Files
Ade_2026_ApJ_999_89.pdf
Additional details
Related works
- Is new version of
- Discussion Paper: arXiv:2509.21648 (arXiv)
Funding
- National Science Foundation
- 2220444-2220448
- National Science Foundation
- 2216223
- National Science Foundation
- 1836010
- National Science Foundation
- 1726917
- Jet Propulsion Laboratory
- JPL Research and Technology Development Fund -
- National Aeronautics and Space Administration
- 06-ARPA206-0040
- National Aeronautics and Space Administration
- 10-SAT10-0017
- National Aeronautics and Space Administration
- 12-SAT12-0031
- National Aeronautics and Space Administration
- 14-SAT14-0009
- National Aeronautics and Space Administration
- 16-SAT-16-0002
- Gordon and Betty Moore Foundation
- Canada Foundation for Innovation
- Science and Technology Facilities Council
- ST/N000706/1
- Harvard University
- United States Department of Energy
Dates
- Submitted
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2025-10-14
- Accepted
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2026-01-25
- Available
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2026-02-25Published
Caltech Custom Metadata
- Caltech groups
- Astronomy Department , Physics Department , Division of Physics, Mathematics and Astronomy (PMA)
- Publication Status
- Published