WE4.R13.3

ADVANCED PREDICTION OF SOIL ORGANIC CARBON: A HYBRID TRANSFORMER NETWORK WITH COST-SENSITIVE LEARNING USING REMOTE SENSING AND CLIMATE DATA

Nafiseh Kakhani, University of Tübingen, Germany; Michael Mommert, Stuttgart University of Applied Sciences, Germany; Thomas Scholten, University of Tübingen, Germany
Session:
WE4.R13: Remote Sensing Techniques to Monitor Soil Health Indicators Oral
Track:
Community-Contributed Sessions
Location:
MC 3.3
Presentation Time:
Wed, 10 Jul, 17:48 - 18:02
Session Co-Chairs:
Nikolaos Tsakiridis, Aristotle University of Thessaloniki and Nikolaos Tziolas, University of Florida
Presentation
Discussion
Resources
No resources available.
Session WE4.R13
WE4.R13.1: EMPLOYING THE SOIL DATA CUBE AND DIGITAL SOIL MAPPING TECHNIQUES FOR NATIONAL TOPSOIL PREDICTIONS OF SOIL ORGANIC CARBON AND CLAY CONTENT OVER THE LITHUANIAN GRASSLANDS
Nikiforos Samarinas, Nikolaos Tsakiridis, Eleni Kalopesa, Aristotle University of Thessaloniki, Greece; George Zalidis, InterBalkan Environment Center - Green Innovation Hub, Greece
WE4.R13.2: High resolution soil products at European scale integrating remote sensing information
Uta Heiden, Pablo d'Angelo, Paul Karlshöfer, Jonas Eberle, DLR, Germany; Thaisa van der Woude, Fenny van Egmond, Laura Poggio, ISRIC, Netherlands
WE4.R13.3: ADVANCED PREDICTION OF SOIL ORGANIC CARBON: A HYBRID TRANSFORMER NETWORK WITH COST-SENSITIVE LEARNING USING REMOTE SENSING AND CLIMATE DATA
Nafiseh Kakhani, University of Tübingen, Germany; Michael Mommert, Stuttgart University of Applied Sciences, Germany; Thomas Scholten, University of Tübingen, Germany
WE4.R13.4: EVALUATION OF ENMAP IMAGERY FOR ACCURATE TOPSOIL ESTIMATION IN MEDITERRANEAN AGRICULTURAL REGIONS
Robert Milewski, Helmholtz Centre Potsdam GFZ German Research Centre for Geosciences, Germany; Sabine Chabrillat, Helmholtz Center Potsdam GFZ German Research Centre for Geosciences & Leibniz University Hannover, Institute of Soil Science, Germany; Nikolaos L. Tsakiridis, Aristotle University of Thessaloniki, Greece; Nikolaos Tziolas, University of Florida, United States; Thomas Schmid, Centro de Investigaciones Energéticas, Medioambientes y Tecnológicas (CIEMAT), Spain
WE4.R13.5: DIGITAL MAPPING OF SOIL ORGANIC CARBON USING DRONE REMOTE SENSING
Sam Ottoy, PXL University College, Belgium; Konstantinos Karyotis, Eleni Kalopesa, Aristotle University of Thessaloniki, Greece; Koenraad Van Meerbeek, KU Leuven, Belgium; Joanna Nedelkou, PXL University College, Belgium; Theodoros Gkrimpizis, Aristotle University of Thessaloniki, Greece; Alain De Vocht, PXL University College, Belgium; George Zalidis, Aristotle University of Thessaloniki, Greece; Nikolaos Tziolas, University of Florida, United States
WE4.R13.6: MONITORING LAND DEGRADATION USING DRONE PHOTOGRAMMETRY FOR THE MUGOBOKA (EASTERN BUJUMBURA, BURUNDI) CASE STUDY
Anicet Sindayihebura, University of Burundi, Burundi; Sam Ottoy, KU Leuven, Belgium; M Sendegeya, S Ntiharirizwa, M Kataraza, N Nsengiyumva, D Kubwimana, University of Burundi, Burundi; C Nizigiyimana, Institut des Sciences Agronomiques du Burundi (ISABU), Burundi; S Ndihokubwayo, E Duhawenimana, A Cubahiro, P Nkurunziza, L Nahimana, University of Burundi, Burundi; T Declerck, University of Liège, Belgium; Christophe Metsu, KU Leuven, Belgium; Romy Schlögel, University of Liège, Belgium; G Nimpagaritse, Royal Museum for Central Africa, Burundi; Eric Pirard, University of Liège, Belgium; Jos Van Orshoven, KU Leuven, Belgium
WE4.R13.7: SYNERGISTIC USE OF LOW-COST NIR SCANNER AND GEOSPATIAL COVARIATES TO ENHANCE SOIL ORGANIC CARBON PREDICTIONS USING DUAL INPUT DEEP LEARNING TECHNIQUES
Ioannis Gallios, Nikolaos Tziolas, University of Florida, United States
Resources
No resources available.