[HTML][HTML] Perspectives of physics-based machine learning strategies for geoscientific applications governed by partial differential equations

D Degen, D Caviedes Voullième… - Geoscientific Model …, 2023 - gmd.copernicus.org
An accurate assessment of the physical states of the Earth system is an essential component
of many scientific, societal, and economical considerations. These assessments are …

Development of a deep learning emulator for a distributed groundwater–surface water model: ParFlow-ML

H Tran, E Leonarduzzi, L De la Fuente, RB Hull… - Water, 2021 - mdpi.com
Integrated hydrologic models solve coupled mathematical equations that represent natural
processes, including groundwater, unsaturated, and overland flow. However, these models …

Application-driven exascale: The JUPITER benchmark suite

A Herten, S Achilles, D Alvarez… - … Conference for High …, 2024 - ieeexplore.ieee.org
Benchmarks are essential in the design of modern HPC installations, as they define key
aspects of system components. Beyond synthetic workloads, it is crucial to include real …

Continental-scale evaluation of a fully distributed coupled land surface and groundwater model, ParFlow-CLM (v3. 6.0), over Europe

BS Naz, W Sharples, Y Ma, K Goergen… - Geoscientific Model …, 2023 - gmd.copernicus.org
High-resolution large-scale predictions of hydrologic states and fluxes are important for
many multi-scale applications, including water resource management. However, many of the …

Hydrological forecasting at impact scale: the integrated ParFlow hydrological model at 0.6 km for climate resilient water resource management over Germany

A Belleflamme, K Goergen, N Wagner, S Kollet… - Frontiers in …, 2023 - frontiersin.org
In the context of the repeated droughts that have affected central Europe over the last years
(2018–2020, 2022), climate-resilient management of water resources, based on timely …

Cyber-enabled autocalibration of hydrologic models to support Open Science

A Rajib, IL Kim, MB Ercan, V Merwade, L Zhao… - … Modelling & Software, 2022 - Elsevier
Automatic calibration (autocalibration) of models is a standard practice in hydrologic
sciences. However, hydrologic modelers, while performing autocalibrations, spend …

A comparison of numerical schemes for the GPU-accelerated simulation of variably-saturated groundwater flow

Z Li, D Caviedes-Voullième, I Özgen-Xian… - … Modelling & Software, 2024 - Elsevier
The optimal strategy to numerically solve the Richards equation is problem-dependent,
especially on GPUs because an efficient numerical scheme on CPU might not scale well on …

The role of topography in controlling evapotranspiration age

C Yang, R Maxwell, J McDonnell… - Journal of …, 2023 - Wiley Online Library
Evapotranspiration (ET) age is a key metric of water sustainability but a major unknown
partly due to the extreme difficulty in modeling it. Groundwater is found to be important in ET …

Accelerating the Lagrangian Particle Tracking in Hydrologic Modeling to Continental‐Scale

C Yang, C Ponder, B Wang, H Tran… - Journal of Advances …, 2023 - Wiley Online Library
Unprecedented climate change and anthropogenic activities have induced increasing
ecohydrological problems, motivating the development of large‐scale hydrologic modeling …

[HTML][HTML] A high-resolution, 3D groundwater-surface water simulation of the contiguous US: Advances in the integrated ParFlow CONUS 2.0 modeling platform

C Yang, DT Tijerina-Kreuzer, HV Tran, LE Condon… - Journal of …, 2023 - Elsevier
Large-scale, high-resolution hydrologic modeling is an important tool to address questions
of water quantity, availability, and potential recharge. Continental-to-Global scale models …