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Enabling real-time ...
Enabling real-time multi-messenger astrophysics discoveries with deep learning
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Huerta, E. A. (author)
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Allen, Gabrielle (author)
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Andreoni, Igor (author)
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show more...
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Antelis, Javier M. (author)
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Bachelet, Etienne (author)
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Berriman, G. Bruce (author)
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Bianco, Federica B. (author)
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- Biswas, Rahul (author)
- Stockholms universitet,Fysikum,Oskar Klein-centrum för kosmopartikelfysik (OKC)
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CarrascoKind, Matias (author)
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Chard, Kyle (author)
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Cho, Minsik (author)
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Cowperthwaite, Philip S. (author)
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Etienne, Zachariah B. (author)
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Fishbach, Maya (author)
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Forster, Francisco (author)
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George, Daniel (author)
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Gibbs, Tom (author)
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Graham, Matthew (author)
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Gropp, William (author)
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Gruendl, Robert (author)
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Gupta, Anushri (author)
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Haas, Roland (author)
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Habib, Sarah (author)
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Jennings, Elise (author)
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Johnson, Margaret W. G. (author)
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Katsavounidis, Erik (author)
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Katz, Daniel S. (author)
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Khan, Asad (author)
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Kindratenko, Volodymyr (author)
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Kramer, William T. C. (author)
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Liu, Xin (author)
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Mahabal, Ashish (author)
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Marka, Zsuzsa (author)
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McHenry, Kenton (author)
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Miller, J. M. (author)
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Moreno, Claudia (author)
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Neubauer, M. S. (author)
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Oberlin, Steve (author)
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Olivas, Alexander R. (author)
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Petravick, Donald (author)
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Rebei, Adam (author)
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Rosofsky, Shawn (author)
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Ruiz, Milton (author)
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Saxton, Aaron (author)
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Schutz, Bernard F. (author)
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Schwing, Alex (author)
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Seidel, Ed (author)
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Shapiro, Stuart L. (author)
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Shen, Hongyu (author)
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Shen, Yue (author)
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Singer, Leo P. (author)
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Sipocz, Brigitta M. (author)
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Sun, Lunan (author)
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Towns, John (author)
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Tsokaros, Antonios (author)
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Wei, Wei (author)
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Wells, Jack (author)
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Williams, Timothy J. (author)
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Xiong, Jinjun (author)
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Zhao, Zhizhen (author)
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(creator_code:org_t)
- 2019-10-03
- 2019
- English.
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In: Nature reviews physics. - : Springer Science and Business Media LLC. - 2522-5820. ; 1:10, s. 600-608
- Related links:
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https://arxiv.org/ab...
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https://orca.cardiff...
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https://urn.kb.se/re...
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https://doi.org/10.1...
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Abstract
Subject headings
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- Multi-messenger astrophysics is a fast-growing, interdisciplinary field that combines data, which vary in volume and speed of data processing, from many different instruments that probe the Universe using different cosmic messengers: electromagnetic waves, cosmic rays, gravitational waves and neutrinos. In this Expert Recommendation, we review the key challenges of real-time observations of gravitational wave sources and their electromagnetic and astroparticle counterparts, and make a number of recommendations to maximize their potential for scientific discovery. These recommendations refer to the design of scalable and computationally efficient machine learning algorithms; the cyber-infrastructure to numerically simulate astrophysical sources, and to process and interpret multi-messenger astrophysics data; the management of gravitational wave detections to trigger real-time alerts for electromagnetic and astroparticle follow-ups; a vision to harness future developments of machine learning and cyber-infrastructure resources to cope with the big-data requirements; and the need to build a community of experts to realize the goals of multi-messenger astrophysics. A group of experts suggests ways in which deep learning can be used to enhance the potential for discovery in multi-messenger astrophysics.
Subject headings
- NATURVETENSKAP -- Fysik (hsv//swe)
- NATURAL SCIENCES -- Physical Sciences (hsv//eng)
Publication and Content Type
- ref (subject category)
- for (subject category)
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- By the author/editor
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Huerta, E. A.
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Allen, Gabrielle
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Andreoni, Igor
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Antelis, Javier ...
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Bachelet, Etienn ...
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Berriman, G. Bru ...
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show more...
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Bianco, Federica ...
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Biswas, Rahul
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CarrascoKind, Ma ...
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Chard, Kyle
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Cho, Minsik
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Cowperthwaite, P ...
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Etienne, Zachari ...
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Fishbach, Maya
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Forster, Francis ...
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George, Daniel
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Gibbs, Tom
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Graham, Matthew
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Gropp, William
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Gruendl, Robert
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Gupta, Anushri
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Haas, Roland
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Habib, Sarah
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Jennings, Elise
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Johnson, Margare ...
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Katsavounidis, E ...
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Katz, Daniel S.
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Khan, Asad
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Kindratenko, Vol ...
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Kramer, William ...
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Liu, Xin
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Mahabal, Ashish
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Marka, Zsuzsa
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McHenry, Kenton
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Miller, J. M.
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Moreno, Claudia
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Neubauer, M. S.
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Oberlin, Steve
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Olivas, Alexande ...
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Petravick, Donal ...
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Rebei, Adam
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Rosofsky, Shawn
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Ruiz, Milton
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Saxton, Aaron
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Schutz, Bernard ...
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Schwing, Alex
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Seidel, Ed
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Shapiro, Stuart ...
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Shen, Hongyu
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Shen, Yue
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Singer, Leo P.
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Sipocz, Brigitta ...
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Sun, Lunan
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Towns, John
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Tsokaros, Antoni ...
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Wei, Wei
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Wells, Jack
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Williams, Timoth ...
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Xiong, Jinjun
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Zhao, Zhizhen
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show less...
- About the subject
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- NATURAL SCIENCES
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NATURAL SCIENCES
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and Physical Science ...
- Articles in the publication
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Nature reviews p ...
- By the university
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Stockholm University