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ExtremeEarth Meets ...
ExtremeEarth Meets Satellite Data From Space
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- Hagos, Desta Haileselassie (författare)
- KTH,Programvaruteknik och datorsystem, SCS
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- Kakantousis, Theofilos (författare)
- Log Clocks, S-16440 Stockholm, Sweden.
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- Vlassov, Vladimir, 1957- (författare)
- KTH,Programvaruteknik och datorsystem, SCS
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- Sheikholeslami, Sina, 1993- (författare)
- KTH,Programvaruteknik och datorsystem, SCS
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- Wang, Tianze (författare)
- KTH,Programvaruteknik och datorsystem, SCS
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- Dowling, Jim (författare)
- Log Clocks, S-16440 Stockholm, Sweden.
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- Paris, Claudia (författare)
- Univ Trento, I-38122 Trento, Italy.
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- Marinelli, Daniele (författare)
- Univ Trento, I-38122 Trento, Italy.
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- Weikmann, Giulio (författare)
- Univ Trento, I-38122 Trento, Italy.
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- Bruzzone, Lorenzo (författare)
- Univ Trento, I-38122 Trento, Italy.
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- Khaleghian, Salman (författare)
- UiT Arctic Univ Norway, N-9019 Tromso, Norway.
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- Kraemer, Thomas (författare)
- UiT Arctic Univ Norway, N-9019 Tromso, Norway.
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- Eltoft, Torbjorn (författare)
- UiT Arctic Univ Norway, N-9019 Tromso, Norway.
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- Marinoni, Andrea (författare)
- UiT Arctic Univ Norway, N-9019 Tromso, Norway.
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- Pantazi, Despina-Athanasia (författare)
- Natl & Kapodistrian Univ Athens, Athens 15772, Greece.
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- Stamoulis, George (författare)
- Natl & Kapodistrian Univ Athens, Athens 15772, Greece.
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- Bilidas, Dimitris (författare)
- Natl & Kapodistrian Univ Athens, Athens 15772, Greece.
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- Papadakis, George (författare)
- Natl & Kapodistrian Univ Athens, Athens 15772, Greece.
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- Mandilaras, George (författare)
- Natl & Kapodistrian Univ Athens, Athens 15772, Greece.
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- Koubarakis, Manolis (författare)
- Natl & Kapodistrian Univ Athens, Athens 15772, Greece.
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- Troumpoukis, Antonis (författare)
- Natl Ctr Sci Res Demokritos, Paraskevi 15341, Greece.
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- Konstantopoulos, Stasinos (författare)
- Natl Ctr Sci Res Demokritos, Paraskevi 15341, Greece.
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- Muerth, Markus (författare)
- VISTA Remote Sensing Geosci GmbH, D-80333 Munich, Germany.
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- Appel, Florian (författare)
- VISTA Remote Sensing Geosci GmbH, D-80333 Munich, Germany.
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- Fleming, Andrew (författare)
- British Antarctic Survey, Cambridge CB3 0ET, England.
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- Cziferszky, Andreas (författare)
- British Antarctic Survey, Cambridge CB3 0ET, England.
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(creator_code:org_t)
- Institute of Electrical and Electronics Engineers (IEEE), 2021
- 2021
- Engelska.
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Ingår i: IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing. - : Institute of Electrical and Electronics Engineers (IEEE). - 1939-1404 .- 2151-1535. ; 14, s. 9038-9063
- Relaterad länk:
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https://doi.org/10.1...
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https://urn.kb.se/re...
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https://doi.org/10.1...
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Abstract
Ämnesord
Stäng
- Bringing together a number of cutting-edge technologies that range from storing extremely large volumes of data all the way to developing scalable machine learning and deep learning algorithms in a distributed manner and having them operate over the same infrastructure poses unprecedented challenges. One of these challenges is the integration of European Space Agency (ESA)'s Thematic Exploitation Platforms (TEPs) and data information access service platforms with a data platform, namely Hopsworks, which enables scalable data processing, machine learning, and deep learning on Copernicus data, and development of very large training datasets for deep learning architectures targeting the classification of Sentinel images. In this article, we present the software architecture of ExtremeEarth that aims at the development of scalable deep learning and geospatial analytics techniques for processing and analyzing petabytes of Copernicus data. The ExtremeEarth software infrastructure seamlessly integrates existing and novel software platforms and tools for storing, accessing, processing, analyzing, and visualizing large amounts of Copernicus data. New techniques in the areas of remote sensing and artificial intelligence with an emphasis on deep learning are developed. These techniques and corresponding software presented in this article are to be integrated with and used in two ESA TEPs, namely Polar and Food Security TEPs. Furthermore, we present the integration of Hopsworks with the Polar and Food Security use cases and the flow of events for the products offered through the TEPs.
Ämnesord
- NATURVETENSKAP -- Data- och informationsvetenskap -- Datavetenskap (hsv//swe)
- NATURAL SCIENCES -- Computer and Information Sciences -- Computer Sciences (hsv//eng)
Nyckelord
- Deep learning
- Satellites
- Monitoring
- Sea ice
- Geospatial analysis
- Computer architecture
- Data models
- Artificial intelligence (AI)
- copernicus
- earth observation (EO)
- extremeearth
- food security
- hopsworks
- linked geospatial data
- polar regions
- remote sensing
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Hagos, Desta Hai ...
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Kakantousis, The ...
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Vlassov, Vladimi ...
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Sheikholeslami, ...
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Wang, Tianze
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Dowling, Jim
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Paris, Claudia
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Marinelli, Danie ...
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Weikmann, Giulio
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Bruzzone, Lorenz ...
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Khaleghian, Salm ...
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Kraemer, Thomas
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Eltoft, Torbjorn
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Marinoni, Andrea
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Pantazi, Despina ...
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Stamoulis, Georg ...
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Bilidas, Dimitri ...
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Papadakis, Georg ...
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Mandilaras, Geor ...
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Koubarakis, Mano ...
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Troumpoukis, Ant ...
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Konstantopoulos, ...
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Muerth, Markus
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Appel, Florian
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Fleming, Andrew
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Cziferszky, Andr ...
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- NATURVETENSKAP
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