Russian–German Astroparticle Data Life Cycle Initiative
Modern large-scale astroparticle setups measure high-energy particles, gamma rays, neutrinos, radio waves, and the recently discovered gravitational waves. Ongoing and future experiments are located worldwide. The data acquired have different formats, storage concepts, and publication policies. Such...
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| Format: | Article |
| Language: | English |
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MDPI AG
2018-11-01
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| Series: | Data |
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| Online Access: | https://www.mdpi.com/2306-5729/3/4/56 |
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doaj-6a7452bfde914384ac2b250ea611144b |
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| record_format |
Article |
| collection |
DOAJ |
| language |
English |
| format |
Article |
| sources |
DOAJ |
| author |
Igor Bychkov Andrey Demichev Julia Dubenskaya Oleg Fedorov Andreas Haungs Andreas Heiss Donghwa Kang Yulia Kazarina Elena Korosteleva Dmitriy Kostunin Alexander Kryukov Andrey Mikhailov Minh-Duc Nguyen Stanislav Polyakov Evgeny Postnikov Alexey Shigarov Dmitry Shipilov Achim Streit Victoria Tokareva Doris Wochele Jürgen Wochele Dmitry Zhurov |
| spellingShingle |
Igor Bychkov Andrey Demichev Julia Dubenskaya Oleg Fedorov Andreas Haungs Andreas Heiss Donghwa Kang Yulia Kazarina Elena Korosteleva Dmitriy Kostunin Alexander Kryukov Andrey Mikhailov Minh-Duc Nguyen Stanislav Polyakov Evgeny Postnikov Alexey Shigarov Dmitry Shipilov Achim Streit Victoria Tokareva Doris Wochele Jürgen Wochele Dmitry Zhurov Russian–German Astroparticle Data Life Cycle Initiative Data astroparticle physics cosmic rays data life cycle management data curation meta data Big Data deep learning open data |
| author_facet |
Igor Bychkov Andrey Demichev Julia Dubenskaya Oleg Fedorov Andreas Haungs Andreas Heiss Donghwa Kang Yulia Kazarina Elena Korosteleva Dmitriy Kostunin Alexander Kryukov Andrey Mikhailov Minh-Duc Nguyen Stanislav Polyakov Evgeny Postnikov Alexey Shigarov Dmitry Shipilov Achim Streit Victoria Tokareva Doris Wochele Jürgen Wochele Dmitry Zhurov |
| author_sort |
Igor Bychkov |
| title |
Russian–German Astroparticle Data Life Cycle Initiative |
| title_short |
Russian–German Astroparticle Data Life Cycle Initiative |
| title_full |
Russian–German Astroparticle Data Life Cycle Initiative |
| title_fullStr |
Russian–German Astroparticle Data Life Cycle Initiative |
| title_full_unstemmed |
Russian–German Astroparticle Data Life Cycle Initiative |
| title_sort |
russian–german astroparticle data life cycle initiative |
| publisher |
MDPI AG |
| series |
Data |
| issn |
2306-5729 |
| publishDate |
2018-11-01 |
| description |
Modern large-scale astroparticle setups measure high-energy particles, gamma rays, neutrinos, radio waves, and the recently discovered gravitational waves. Ongoing and future experiments are located worldwide. The data acquired have different formats, storage concepts, and publication policies. Such differences are a crucial point in the era of Big Data and of multi-messenger analysis in astroparticle physics. We propose an open science web platform called ASTROPARTICLE.ONLINE which enables us to publish, store, search, select, and analyze astroparticle data. In the first stage of the project, the following components of a full data life cycle concept are under development: describing, storing, and reusing astroparticle data; software to perform multi-messenger analysis using deep learning; and outreach for students, post-graduate students, and others who are interested in astroparticle physics. Here we describe the concepts of the web platform and the first obtained results, including the meta data structure for astroparticle data, data analysis by using convolution neural networks, description of the binary data, and the outreach platform for those interested in astroparticle physics. The KASCADE-Grande and TAIGA cosmic-ray experiments were chosen as pilot examples. |
| topic |
astroparticle physics cosmic rays data life cycle management data curation meta data Big Data deep learning open data |
| url |
https://www.mdpi.com/2306-5729/3/4/56 |
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doaj-6a7452bfde914384ac2b250ea611144b2020-11-24T23:32:58ZengMDPI AGData2306-57292018-11-01345610.3390/data3040056data3040056Russian–German Astroparticle Data Life Cycle InitiativeIgor Bychkov0Andrey Demichev1Julia Dubenskaya2Oleg Fedorov3Andreas Haungs4Andreas Heiss5Donghwa Kang6Yulia Kazarina7Elena Korosteleva8Dmitriy Kostunin9Alexander Kryukov10Andrey Mikhailov11Minh-Duc Nguyen12Stanislav Polyakov13Evgeny Postnikov14Alexey Shigarov15Dmitry Shipilov16Achim Streit17Victoria Tokareva18Doris Wochele19Jürgen Wochele20Dmitry Zhurov21Matrosov Institute for System Dynamics and Control Theory, Siberian Branch of Russian Academy of Sciences, Lermontov st. 134, P. O. Box 292, 664033 Irkutsk, RussiaSkobeltsyn Institute of Nuclear Physics, Lomonosov Moscow State University, Leninskiye Gory 1(2), 119991 Moscow, RussiaSkobeltsyn Institute of Nuclear Physics, Lomonosov Moscow State University, Leninskiye Gory 1(2), 119991 Moscow, RussiaApplied Physics Institute, Irkutsk State University, Gagarin Blvd. 20, 664003 Irkutsk, RussiaInstitute for Nuclear Physics, Karlsruhe Institute of Technology, KIT, 76021 Karlsruhe, GermanySteinbuch Centre for Computing, Karlsruhe Institute of Technology, KIT, 76021 Karlsruhe, GermanyInstitute for Nuclear Physics, Karlsruhe Institute of Technology, KIT, 76021 Karlsruhe, GermanyApplied Physics Institute, Irkutsk State University, Gagarin Blvd. 20, 664003 Irkutsk, RussiaSkobeltsyn Institute of Nuclear Physics, Lomonosov Moscow State University, Leninskiye Gory 1(2), 119991 Moscow, RussiaInstitute for Nuclear Physics, Karlsruhe Institute of Technology, KIT, 76021 Karlsruhe, GermanySkobeltsyn Institute of Nuclear Physics, Lomonosov Moscow State University, Leninskiye Gory 1(2), 119991 Moscow, RussiaMatrosov Institute for System Dynamics and Control Theory, Siberian Branch of Russian Academy of Sciences, Lermontov st. 134, P. O. Box 292, 664033 Irkutsk, RussiaSkobeltsyn Institute of Nuclear Physics, Lomonosov Moscow State University, Leninskiye Gory 1(2), 119991 Moscow, RussiaSkobeltsyn Institute of Nuclear Physics, Lomonosov Moscow State University, Leninskiye Gory 1(2), 119991 Moscow, RussiaSkobeltsyn Institute of Nuclear Physics, Lomonosov Moscow State University, Leninskiye Gory 1(2), 119991 Moscow, RussiaMatrosov Institute for System Dynamics and Control Theory, Siberian Branch of Russian Academy of Sciences, Lermontov st. 134, P. O. Box 292, 664033 Irkutsk, RussiaApplied Physics Institute, Irkutsk State University, Gagarin Blvd. 20, 664003 Irkutsk, RussiaSteinbuch Centre for Computing, Karlsruhe Institute of Technology, KIT, 76021 Karlsruhe, GermanyInstitute for Nuclear Physics, Karlsruhe Institute of Technology, KIT, 76021 Karlsruhe, GermanyInstitute for Nuclear Physics, Karlsruhe Institute of Technology, KIT, 76021 Karlsruhe, GermanyInstitute for Nuclear Physics, Karlsruhe Institute of Technology, KIT, 76021 Karlsruhe, GermanyApplied Physics Institute, Irkutsk State University, Gagarin Blvd. 20, 664003 Irkutsk, RussiaModern large-scale astroparticle setups measure high-energy particles, gamma rays, neutrinos, radio waves, and the recently discovered gravitational waves. Ongoing and future experiments are located worldwide. The data acquired have different formats, storage concepts, and publication policies. Such differences are a crucial point in the era of Big Data and of multi-messenger analysis in astroparticle physics. We propose an open science web platform called ASTROPARTICLE.ONLINE which enables us to publish, store, search, select, and analyze astroparticle data. In the first stage of the project, the following components of a full data life cycle concept are under development: describing, storing, and reusing astroparticle data; software to perform multi-messenger analysis using deep learning; and outreach for students, post-graduate students, and others who are interested in astroparticle physics. Here we describe the concepts of the web platform and the first obtained results, including the meta data structure for astroparticle data, data analysis by using convolution neural networks, description of the binary data, and the outreach platform for those interested in astroparticle physics. The KASCADE-Grande and TAIGA cosmic-ray experiments were chosen as pilot examples.https://www.mdpi.com/2306-5729/3/4/56astroparticle physicscosmic raysdata life cycle managementdata curationmeta dataBig Datadeep learningopen data |