Differentiable modelling to unify machine learning and physical models for geosciences
Process-based modelling offers interpretability and physical consistency in many domains of
geosciences but struggles to leverage large datasets efficiently. Machine-learning methods …
geosciences but struggles to leverage large datasets efficiently. Machine-learning methods …
Pedotransfer functions in Earth system science: Challenges and perspectives
Soil, through its various functions, plays a vital role in the Earth's ecosystems and provides
multiple ecosystem services to humanity. Pedotransfer functions (PTFs) are simple to …
multiple ecosystem services to humanity. Pedotransfer functions (PTFs) are simple to …
Persistence of dissolved organic matter explained by molecular changes during its passage through soil
Dissolved organic matter affects fundamental biogeochemical processes in the soil such as
nutrient cycling and organic matter storage. The current paradigm is that processing of …
nutrient cycling and organic matter storage. The current paradigm is that processing of …
A two-step Bayesian network-based process sensitivity analysis for complex nitrogen reactive transport modeling
Process-based nitrogen reactive transport models (NRTMs) are vital tools for simulating
complex nitrogen reactive transport processes in soils and groundwater to reduce nutrient …
complex nitrogen reactive transport processes in soils and groundwater to reduce nutrient …
A moisture function of soil heterotrophic respiration that incorporates microscale processes
Soil heterotrophic respiration (HR) is an important source of soil-to-atmosphere CO2 flux, but
its response to changes in soil water content (θ) is poorly understood. Earth system models …
its response to changes in soil water content (θ) is poorly understood. Earth system models …
Toward catchment hydro‐biogeochemical theories
Headwater catchments are the fundamental units that connect the land to the ocean.
Hydrological flow and biogeochemical processes are intricately coupled, yet their respective …
Hydrological flow and biogeochemical processes are intricately coupled, yet their respective …
The contribution of living organisms to rock weathering in the critical zone
Rock weathering is a key process in global elemental cycling. Life participates in this
process with tangible consequences observed from the mineral interface to the planetary …
process with tangible consequences observed from the mineral interface to the planetary …
Streams as mirrors: Reading subsurface water chemistry from stream chemistry
The shallow and deep hypothesis suggests that stream concentration‐discharge (CQ)
relationships are shaped by distinct source waters from different depths. Under this …
relationships are shaped by distinct source waters from different depths. Under this …
Distinct source water chemistry shapes contrasting concentration‐discharge patterns
Understanding concentration‐discharge (C‐Q) relationships are essential for predicting
chemical weathering and biogeochemical cycling under changing climate and …
chemical weathering and biogeochemical cycling under changing climate and …
From pools to flow: The PROMISE framework for new insights on soil carbon cycling in a changing world
Soils represent the largest terrestrial reservoir of organic carbon, and the balance between
soil organic carbon (SOC) formation and loss will drive powerful carbon‐climate feedbacks …
soil organic carbon (SOC) formation and loss will drive powerful carbon‐climate feedbacks …