Sökning: onr:"swepub:oai:DiVA.org:su-184006" > Enabling real-time ...
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000 | 04882naa a2201021 4500 | |
001 | oai:DiVA.org:su-184006 | |
003 | SwePub | |
008 | 201022s2019 | |||||||||||000 ||eng| | |
024 | 7 | a https://urn.kb.se/resolve?urn=urn:nbn:se:su:diva-1840062 URI |
024 | 7 | a https://doi.org/10.1038/s42254-019-0097-42 DOI |
040 | a (SwePub)su | |
041 | a engb eng | |
042 | 9 SwePub | |
072 | 7 | a ref2 swepub-contenttype |
072 | 7 | a for2 swepub-publicationtype |
100 | 1 | a Huerta, E. A.4 aut |
245 | 1 0 | a Enabling real-time multi-messenger astrophysics discoveries with deep learning |
264 | c 2019-10-03 | |
264 | 1 | b Springer Science and Business Media LLC,c 2019 |
338 | a print2 rdacarrier | |
520 | a 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. | |
650 | 7 | a NATURVETENSKAPx Fysik0 (SwePub)1032 hsv//swe |
650 | 7 | a NATURAL SCIENCESx Physical Sciences0 (SwePub)1032 hsv//eng |
700 | 1 | a Allen, Gabrielle4 aut |
700 | 1 | a Andreoni, Igor4 aut |
700 | 1 | a Antelis, Javier M.4 aut |
700 | 1 | a Bachelet, Etienne4 aut |
700 | 1 | a Berriman, G. Bruce4 aut |
700 | 1 | a Bianco, Federica B.4 aut |
700 | 1 | a Biswas, Rahulu Stockholms universitet,Fysikum,Oskar Klein-centrum för kosmopartikelfysik (OKC)4 aut0 (Swepub:su)rbisw |
700 | 1 | a CarrascoKind, Matias4 aut |
700 | 1 | a Chard, Kyle4 aut |
700 | 1 | a Cho, Minsik4 aut |
700 | 1 | a Cowperthwaite, Philip S.4 aut |
700 | 1 | a Etienne, Zachariah B.4 aut |
700 | 1 | a Fishbach, Maya4 aut |
700 | 1 | a Forster, Francisco4 aut |
700 | 1 | a George, Daniel4 aut |
700 | 1 | a Gibbs, Tom4 aut |
700 | 1 | a Graham, Matthew4 aut |
700 | 1 | a Gropp, William4 aut |
700 | 1 | a Gruendl, Robert4 aut |
700 | 1 | a Gupta, Anushri4 aut |
700 | 1 | a Haas, Roland4 aut |
700 | 1 | a Habib, Sarah4 aut |
700 | 1 | a Jennings, Elise4 aut |
700 | 1 | a Johnson, Margaret W. G.4 aut |
700 | 1 | a Katsavounidis, Erik4 aut |
700 | 1 | a Katz, Daniel S.4 aut |
700 | 1 | a Khan, Asad4 aut |
700 | 1 | a Kindratenko, Volodymyr4 aut |
700 | 1 | a Kramer, William T. C.4 aut |
700 | 1 | a Liu, Xin4 aut |
700 | 1 | a Mahabal, Ashish4 aut |
700 | 1 | a Marka, Zsuzsa4 aut |
700 | 1 | a McHenry, Kenton4 aut |
700 | 1 | a Miller, J. M.4 aut |
700 | 1 | a Moreno, Claudia4 aut |
700 | 1 | a Neubauer, M. S.4 aut |
700 | 1 | a Oberlin, Steve4 aut |
700 | 1 | a Olivas, Alexander R.4 aut |
700 | 1 | a Petravick, Donald4 aut |
700 | 1 | a Rebei, Adam4 aut |
700 | 1 | a Rosofsky, Shawn4 aut |
700 | 1 | a Ruiz, Milton4 aut |
700 | 1 | a Saxton, Aaron4 aut |
700 | 1 | a Schutz, Bernard F.4 aut |
700 | 1 | a Schwing, Alex4 aut |
700 | 1 | a Seidel, Ed4 aut |
700 | 1 | a Shapiro, Stuart L.4 aut |
700 | 1 | a Shen, Hongyu4 aut |
700 | 1 | a Shen, Yue4 aut |
700 | 1 | a Singer, Leo P.4 aut |
700 | 1 | a Sipocz, Brigitta M.4 aut |
700 | 1 | a Sun, Lunan4 aut |
700 | 1 | a Towns, John4 aut |
700 | 1 | a Tsokaros, Antonios4 aut |
700 | 1 | a Wei, Wei4 aut |
700 | 1 | a Wells, Jack4 aut |
700 | 1 | a Williams, Timothy J.4 aut |
700 | 1 | a Xiong, Jinjun4 aut |
700 | 1 | a Zhao, Zhizhen4 aut |
710 | 2 | a Stockholms universitetb Fysikum4 org |
773 | 0 | t Nature reviews physicsd : Springer Science and Business Media LLCg 1:10, s. 600-608q 1:10<600-608x 2522-5820 |
856 | 4 | u https://arxiv.org/abs/1911.11779y arXiv:1911.11779 |
856 | 4 | u https://orca.cardiff.ac.uk/127213/1/nature_for_arxiv.pdf |
856 | 4 8 | u https://urn.kb.se/resolve?urn=urn:nbn:se:su:diva-184006 |
856 | 4 8 | u https://doi.org/10.1038/s42254-019-0097-4 |
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