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International Geoscience and Remote Sensing Symposium

In 2021 a joint initiative of Belgium and The Netherlands

FR1.O-17.1

MODIFIED DEEP TRANSFORMERS FOR GNSS TIME SERIES PREDICTION

Mostafa Kiani Shahvandi, Benedikt Soja, ETH Zurich, Switzerland
Session:
Advanced GNSS Methods for Spatial and Temporal Predictions
Track:
Special Themes
Presentation Time:
Fri, 16 Jul, 08:30-08:45 (UTC)
Fri, 16 Jul, 10:30-10:45 Central Europe Summer Time (UTC +2)
Fri, 16 Jul, 16:30-16:45 China Standard Time (UTC +8)
Fri, 16 Jul, 04:30-04:45 Eastern Daylight Time (UTC -4)
Session Co-Chairs:
Mostafa Kiani Shahvandi, ETH Zurich and Nikolaos Doulamis, National Technical University of Athens
Session Manager:
Alex Levering
Presentation
Discussion
Resources
Session FR1.O-17
FR1.O-17.1: MODIFIED DEEP TRANSFORMERS FOR GNSS TIME SERIES PREDICTION
Mostafa Kiani Shahvandi, Benedikt Soja, ETH Zurich, Switzerland
FR1.O-17.2: Spatio-temporal ionospheric TEC prediction using a deep CNN-GRU model on GNSS measurements
Maria Kaselimi, Nikolaos Doulamis, Athanasios Voulodimos, Anastasios Doulamis, Demitris Delikaraoglou, National Technical University of Athens, Greece
FR1.O-17.3: REAL-TIME GNSS METEOROLOGY IN EUROPE – HURRICANE LORENZO CASE STUDY
Tomasz Hadas, University of Stuttgart, Germany; Michael Bender, Deutscher Wetterdienst (DWD), Germany; Grzegorz Marut, Wrocław University of Environmental and Life Sciences, Poland; Thomas Hobiger, University of Stuttgart, Germany
FR1.O-17.4: ESTIMATING HIGH AMPLITUDE WATER LEVEL VARIATIONS DURING ASYMMETRIC TIDES IN THE GARONNE RIVER WITH GNSS-REFLECTOMETRY
Pierre Zeiger, LEGOS, UMR 5566, CNES/CNRS/UPS/IRD, France; Frédéric Frappart, Laboratoire d’Etudes en Géophysique et Océanographie Spatiales (LEGOS), France; José Darrozes, GET, UMR 5563, CNES/CNRS/UPS/IRD, France; Philippe Bonneton, Natalie Bonneton, EPOC, UMR 5805, CNRS/Université de Bordeaux, France
FR1.O-17.5: A PERFORMANCE ASSESSMENT OF POLARIMETRIC GNSS-R SEA LEVEL MONITORING IN THE PRESENCE OF SEA SURFACE ROUGHNESS
Mahmoud Rajabi, Mostafa Hoseini, Hossein Nahavandchi, Norwegian University of Science and Technology NTNU, Norway; Maximilian Semmling, German Aerospace Center (DLR), Germany; Markus Ramatschi, German Research Centre for Geosciences GFZ, Germany; Mehdi Goli, Shahrood University of Technology, Iran; Rudiger Haas, Chalmers University of Technology, Sweden; Jens Wickert, German Research Centre for Geosciences GFZ / Technische Universität Berlin, Germany
FR1.O-17.6: A NEW METHOD FOR OCEAN WIND DIRECTION RETRIEVAL FROM DELAY-DOPPLER MAPS USING STARE PROCESSING AND MACHINE LEARNING: PRELIMINARY SIMULATION RESULTS
Ian Collett, Yunxiang Liu, Y. Jade Morton, University of Colorado Boulder, United States

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