Rekin226/HydroPhysicsAI

Add a skill-floor regression test so CI catches a headline-KGE collapse about 1 hour ago

enhancement help wanted

0

GPU physics-informed neural operators for groundwater, benchmarked against per-well gray-box ODEs (PyTorch / PhysicsNeMo / CUDA)

Python

#cuda#deep-learning#groundwater#hydrology#neural-operator#physics-informed-neural-networks#physicsnemo#pytorch#scientific-machine-learning#time-series

Lock an untouched final holdout + add blocked spatial CV (defuse forking-paths risk) about 1 hour ago

help wanted research

Rekin226/HydroPhysicsAI

0

GPU physics-informed neural operators for groundwater, benchmarked against per-well gray-box ODEs (PyTorch / PhysicsNeMo / CUDA)

Python

#cuda#deep-learning#groundwater#hydrology#neural-operator#physics-informed-neural-networks#physicsnemo#pytorch#scientific-machine-learning#time-series

Add a time-varying abstraction/pumping forcing to the operator about 1 hour ago

enhancement help wanted research

Rekin226/HydroPhysicsAI

0

GPU physics-informed neural operators for groundwater, benchmarked against per-well gray-box ODEs (PyTorch / PhysicsNeMo / CUDA)

Python

#cuda#deep-learning#groundwater#hydrology#neural-operator#physics-informed-neural-networks#physicsnemo#pytorch#scientific-machine-learning#time-series

Add a 10-minute quickstart tutorial on the bundled synthetic sample about 1 hour ago

documentation good first issue up for grabs

Rekin226/HydroPhysicsAI

0

GPU physics-informed neural operators for groundwater, benchmarked against per-well gray-box ODEs (PyTorch / PhysicsNeMo / CUDA)

Python

#cuda#deep-learning#groundwater#hydrology#neural-operator#physics-informed-neural-networks#physicsnemo#pytorch#scientific-machine-learning#time-series

Make the coordinate reference system configurable (fix silent wrong-ET outside Taiwan) about 1 hour ago

bug enhancement help wanted

Rekin226/HydroPhysicsAI

0

GPU physics-informed neural operators for groundwater, benchmarked against per-well gray-box ODEs (PyTorch / PhysicsNeMo / CUDA)

Python

#cuda#deep-learning#groundwater#hydrology#neural-operator#physics-informed-neural-networks#physicsnemo#pytorch#scientific-machine-learning#time-series

Bring-your-own-data API: GWData.from_arrays + generic loader + validate() about 1 hour ago

enhancement help wanted up for grabs

Rekin226/HydroPhysicsAI

0

GPU physics-informed neural operators for groundwater, benchmarked against per-well gray-box ODEs (PyTorch / PhysicsNeMo / CUDA)

Python

#cuda#deep-learning#groundwater#hydrology#neural-operator#physics-informed-neural-networks#physicsnemo#pytorch#scientific-machine-learning#time-series

Deepen the PhysicsNeMo integration: train through framework utilities, not just the Module wrapper about 2 hours ago

enhancement help wanted research performance

Rekin226/HydroPhysicsAI

0

GPU physics-informed neural operators for groundwater, benchmarked against per-well gray-box ODEs (PyTorch / PhysicsNeMo / CUDA)

Python

#cuda#deep-learning#groundwater#hydrology#neural-operator#physics-informed-neural-networks#physicsnemo#pytorch#scientific-machine-learning#time-series

Uncertainty quantification for the PhysicsUDE simulation (not just the forecaster) 8 days ago

enhancement help wanted research

Rekin226/HydroPhysicsAI

0

GPU physics-informed neural operators for groundwater, benchmarked against per-well gray-box ODEs (PyTorch / PhysicsNeMo / CUDA)

Python

#cuda#deep-learning#groundwater#hydrology#neural-operator#physics-informed-neural-networks#physicsnemo#pytorch#scientific-machine-learning#time-series

One-region transfer pilot (groundwork for a national extension) 11 days ago

enhancement help wanted up for grabs research

Rekin226/HydroPhysicsAI

0

GPU physics-informed neural operators for groundwater, benchmarked against per-well gray-box ODEs (PyTorch / PhysicsNeMo / CUDA)

Python

#cuda#deep-learning#groundwater#hydrology#neural-operator#physics-informed-neural-networks#physicsnemo#pytorch#scientific-machine-learning#time-series

Improve cross-well generalization with richer conditioning (set/attention encoder) 11 days ago

enhancement help wanted research

Rekin226/HydroPhysicsAI

0

GPU physics-informed neural operators for groundwater, benchmarked against per-well gray-box ODEs (PyTorch / PhysicsNeMo / CUDA)

Python

#cuda#deep-learning#groundwater#hydrology#neural-operator#physics-informed-neural-networks#physicsnemo#pytorch#scientific-machine-learning#time-series

Constant-memory adjoint rollout via torchdiffeq.odeint_adjoint 11 days ago

enhancement help wanted research

Rekin226/HydroPhysicsAI

0

GPU physics-informed neural operators for groundwater, benchmarked against per-well gray-box ODEs (PyTorch / PhysicsNeMo / CUDA)

Python

#cuda#deep-learning#groundwater#hydrology#neural-operator#physics-informed-neural-networks#physicsnemo#pytorch#scientific-machine-learning#time-series

LOWO: report static/observable/enriched feature variants side-by-side + fit normalization on train wells only 11 days ago

help wanted up for grabs research

Rekin226/HydroPhysicsAI

0

GPU physics-informed neural operators for groundwater, benchmarked against per-well gray-box ODEs (PyTorch / PhysicsNeMo / CUDA)

Python

#cuda#deep-learning#groundwater#hydrology#neural-operator#physics-informed-neural-networks#physicsnemo#pytorch#scientific-machine-learning#time-series

ET driver: don't treat missing rainfall as a dry day in net_recharge 11 days ago

bug help wanted up for grabs

Rekin226/HydroPhysicsAI

0

GPU physics-informed neural operators for groundwater, benchmarked against per-well gray-box ODEs (PyTorch / PhysicsNeMo / CUDA)

Python

#cuda#deep-learning#groundwater#hydrology#neural-operator#physics-informed-neural-networks#physicsnemo#pytorch#scientific-machine-learning#time-series

PINN: vectorize RainfallField.at to remove the per-epoch CPU↔GPU round-trip 11 days ago

help wanted up for grabs performance

Rekin226/HydroPhysicsAI

0

GPU physics-informed neural operators for groundwater, benchmarked against per-well gray-box ODEs (PyTorch / PhysicsNeMo / CUDA)

Python

#cuda#deep-learning#groundwater#hydrology#neural-operator#physics-informed-neural-networks#physicsnemo#pytorch#scientific-machine-learning#time-series

Add pytest-cov coverage reporting to CI 11 days ago

good first issue up for grabs

Rekin226/HydroPhysicsAI

0

GPU physics-informed neural operators for groundwater, benchmarked against per-well gray-box ODEs (PyTorch / PhysicsNeMo / CUDA)

Python

#cuda#deep-learning#groundwater#hydrology#neural-operator#physics-informed-neural-networks#physicsnemo#pytorch#scientific-machine-learning#time-series

Log per-well NaN coverage in GWData.summary() 11 days ago

good first issue up for grabs

Rekin226/HydroPhysicsAI

0

GPU physics-informed neural operators for groundwater, benchmarked against per-well gray-box ODEs (PyTorch / PhysicsNeMo / CUDA)

Python

#cuda#deep-learning#groundwater#hydrology#neural-operator#physics-informed-neural-networks#physicsnemo#pytorch#scientific-machine-learning#time-series

Add CITATION.cff and a Zenodo DOI badge 11 days ago

documentation good first issue up for grabs

Rekin226/HydroPhysicsAI

0

GPU physics-informed neural operators for groundwater, benchmarked against per-well gray-box ODEs (PyTorch / PhysicsNeMo / CUDA)

Python

#cuda#deep-learning#groundwater#hydrology#neural-operator#physics-informed-neural-networks#physicsnemo#pytorch#scientific-machine-learning#time-series

Use the `logging` module instead of `print()` in the CLIs 11 days ago

enhancement good first issue up for grabs

Rekin226/HydroPhysicsAI

0

GPU physics-informed neural operators for groundwater, benchmarked against per-well gray-box ODEs (PyTorch / PhysicsNeMo / CUDA)

Python

#cuda#deep-learning#groundwater#hydrology#neural-operator#physics-informed-neural-networks#physicsnemo#pytorch#scientific-machine-learning#time-series

Open Issues Need Help