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Enabling real-time ...
Enabling real-time multi-messenger astrophysics discoveries with deep learning
- Article/chapterEnglish2019
Publisher, publication year, extent ...
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2019-10-03
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Springer Science and Business Media LLC,2019
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printrdacarrier
Numbers
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LIBRIS-ID:oai:DiVA.org:su-184006
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https://urn.kb.se/resolve?urn=urn:nbn:se:su:diva-184006URI
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https://doi.org/10.1038/s42254-019-0097-4DOI
Supplementary language notes
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Language:English
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Summary in:English
Part of subdatabase
Classification
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Subject category:ref swepub-contenttype
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Subject category:for swepub-publicationtype
Notes
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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 and genre
Added entries (persons, corporate bodies, meetings, titles ...)
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Allen, Gabrielle
(author)
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Andreoni, Igor
(author)
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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, RahulStockholms universitet,Fysikum,Oskar Klein-centrum för kosmopartikelfysik (OKC)(Swepub:su)rbisw
(author)
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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
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Williams, Timothy J.
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Xiong, Jinjun
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Zhao, Zhizhen
(author)
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Stockholms universitetFysikum
(creator_code:org_t)
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In:Nature reviews physics: Springer Science and Business Media LLC1:10, s. 600-6082522-5820
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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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- NATURAL SCIENCES
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NATURAL SCIENCES
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Nature reviews p ...
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Stockholm University