General research areas are soil science, hydrology, and related remote sensing applications. Specially focused on:
- Global and national digital mapping for soil basic and hydraulic properties (saturated hydraulic conductivity, vG parameters, etc.)
- Defining the relationship between soil erosion and soil hydraulic properties.
- Investigating the change in soil erosion modeling after incorporating the soil hydraulic properties.
- Testing different methods to reduce clustering and overfitting in ML algorithms
- Developing the PTF (Pedo-Transfer Function) or CoGTF (Covariate-based GeoTransfer Function)
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Selected Publications
Geoderma Regional, 36, e00747. https://doi.org/10.1016/j.geodrs.2023.e00747
, Hasler, Julia Kim, & Alewell, Christine. (2024). Mining soil data of Switzerland: New maps for soil texture, soil organic carbon, nitrogen, and phosphorus [Journal-article].
Geoderma Regional, 36, e00747. https://doi.org/10.1016/j.geodrs.2023.e00747
, Hasler, Julia Kim, & Alewell, Christine. (2024). Mining soil data of Switzerland: New maps for soil texture, soil organic carbon, nitrogen, and phosphorus [Journal-article].
Science of The Total Environment, 908. https://doi.org/10.1016/j.scitotenv.2023.168249
, Borrelli, Pasquale, Panagos, Panos, & Alewell, Christine. (2024). An advanced global soil erodibility (K) assessment including the effects of saturated hydraulic conductivity.
Science of The Total Environment, 908. https://doi.org/10.1016/j.scitotenv.2023.168249
, Borrelli, Pasquale, Panagos, Panos, & Alewell, Christine. (2024). An advanced global soil erodibility (K) assessment including the effects of saturated hydraulic conductivity.
Journal of Advances in Modeling Earth Systems, 15(11). https://doi.org/10.1029/2022MS003277
, Lehmann, Peter, Bickel, Samuel, Bonetti, Sara, & Or, Dani. (2023). Global Mapping of Potential and Climatic Plant-Available Soil Water.
Journal of Advances in Modeling Earth Systems, 15(11). https://doi.org/10.1029/2022MS003277
, Lehmann, Peter, Bickel, Samuel, Bonetti, Sara, & Or, Dani. (2023). Global Mapping of Potential and Climatic Plant-Available Soil Water.
Scientific Data, 9(1). https://doi.org/10.1038/s41597-022-01481-5
, Papritz, Andreas, Lehmann, Peter, Hengl, Tomislav, Bonetti, Sara, & Or, Dani. (2022). Global Soil Hydraulic Properties dataset based on legacy site observations and robust parameterization.
Scientific Data, 9(1). https://doi.org/10.1038/s41597-022-01481-5
, Papritz, Andreas, Lehmann, Peter, Hengl, Tomislav, Bonetti, Sara, & Or, Dani. (2022). Global Soil Hydraulic Properties dataset based on legacy site observations and robust parameterization.
Remote Sensing, 14(8). https://doi.org/10.3390/rs14081947
, Papritz, Andreas, Lehmann, Peter, Hengl, Tomislav, Bonetti, Sara, & Or, Dani. (2022). Global Mapping of Soil Water Characteristics Parameters— Fusing Curated Data with Machine Learning and Environmental Covariates.
Remote Sensing, 14(8). https://doi.org/10.3390/rs14081947
, Papritz, Andreas, Lehmann, Peter, Hengl, Tomislav, Bonetti, Sara, & Or, Dani. (2022). Global Mapping of Soil Water Characteristics Parameters— Fusing Curated Data with Machine Learning and Environmental Covariates.
Environmental Research Letters, 17(3). https://doi.org/10.1088/1748-9326/ac5206
, Bonetti, Sara, Lehmann, Peter, & Or, Dani. (2022). Limited role of soil texture in mediating natural vegetation response to rainfall anomalies.
Environmental Research Letters, 17(3). https://doi.org/10.1088/1748-9326/ac5206
, Bonetti, Sara, Lehmann, Peter, & Or, Dani. (2022). Limited role of soil texture in mediating natural vegetation response to rainfall anomalies.