TH1.R12: Machine Learning for Modelling and Monitoring Climate Change I
Thu, 11 Jul, 09:00 - 10:40
Location: MC 3.4
Session Type: Oral
Session Chair: Ronny Hänsch, German Aerospace Center
Track: Community-Contributed Sessions
Thu, 11 Jul, 09:00 - 09:14

TH1.R12.1: Earth Observation and Machine Learning for Climate Change
Ronny Hänsch, German Aerospace Center (DLR), Germany; Mousmi Chaurasia, Muffakham Jah College Engineering and Technology, Germany
Thu, 11 Jul, 09:14 - 09:28

TH1.R12.2: ENHANCING SEASONAL CLIMATE FORECASTING FOR THE ALPINE REGION THROUGH MACHINE LEARNING STATISTICAL DOWNSCALING
Suriyah Dhinakaran, University of Münster & Eurac Research, Germany; Alice Crespi, Alexander Jacob, Eurac Research, Italy; Edzer Pebesma, University of Münster, Germany
Thu, 11 Jul, 09:28 - 09:42

TH1.R12.3: MODELLING THE TROPOSPHERE WITH GLOBAL NAVIGATION SATELLITE SYSTEMS, METEOROLOGICAL DATA AND MACHINE LEARNING
Laura Crocetti, Matthias Schartner, Konrad Schindler, ETH Zurich, Switzerland; Rochelle Schneider, European Space Agency, Italy; Benedikt Soja, ETH Zurich, Switzerland
Thu, 11 Jul, 09:42 - 09:56

TH1.R12.4: DETECTION AND CHARACTERIZATION OF URBAN HEAT ISLANDS WITH MACHINE LEARNING
Muaaz Bhamjee, Hiyam Debary, Zaheed Gaffoor, Tamara Govindasamy, Craig Mahlasi, Mustansar Fiaz, Etienne Vos, Levente Klein, Sibusisiwe Makhanya, Campbell Watson, Julian Kuehnert, IBM Research, South Africa
Thu, 11 Jul, 09:56 - 10:10

TH1.R12.5: INVESTIGATING THE INFLUENCE OF WILDFIRES ON LAKE WATER QUALITY AT GLOBAL SCALE WITH LONG SHORT-TERM MEMORY (LSTM) MODELS
Daniela Stroppiana, Lorenzo Parigi, Gloria Bordogna, Claudia Giardino, Monica Pinardi, Giulio Tellina, Rossana Caroni, Mariano Bresciani, Consiglio Nazionale delle Ricerche (CNR), Italy; Clément Albergel, European Space Agency (ESA), United Kingdom
Thu, 11 Jul, 10:10 - 10:24

TH1.R12.6: INFLUENCE OF DART AND PROSPECT-PRO PARAMETERS TO ACCURATELY SIMULATE PHENOLOGICAL MIXED UNDERSTORY IN OPEN MEDITERRANEAN FOREST
Mathilda Porterie, ONERA the french aerospace lab, France; M.Pilar Martin, Vicente Burchard Levine, Rosario Gonzalez Cascon, Spanish National Research Council (CSIC), Spain; Karine Adeline, Xavier Briottet, ONERA the french aerospace lab, France
Thu, 11 Jul, 10:24 - 10:38

TH1.R12.7: MONITORING CROP CONDITION USING POLARIMETRIC SAR
Heather McNairn, Xianfeng Jiao, Agriculture and Agri-Food Canada, Canada