ModulusVascularFlow
Multicase vascular flow PINN based on Nvidia Modulus v20.09 framework
NVIDIA Modulus:https://docs.nvidia.com/deeplearning/modulus/modulus-v2209/index.html#undefined
Codes extention from NVIDIA Modulus can be found in folder ModulusDL
Examples
Multicase PINN for 2D stenosis
stenosis2dsimplemode_plus_0hb.py : plus size Modes Network (codes fully commented)
stenosis2dsimplemode_0hb.py : full size Modes Network
stenosis2dsimplemode_plus_deqn_0hb.py : plus size Modes Network with added derivatives of governing and boundary equations with respect to case parameter
stenosis2dsimplecase_0hb.py : full size Hypernetwork
stenosis2dsimplecase_low_0hb.py : small size Hypernetwork
stenosis2dsimplecase_plus_0hb.py : plus size Hypernetwork
stenosis2dsimplecase_plus_deqn_0hb.py : plus size Hypernetwork with added derivatives of governing and boundary equations with respect to case parameter
stenosis2dsimplemix_0hb.py : full size Mix Network
stenosis2dsimplemix_plus_0hb.py : plus size Mix Network
stenosis2dsimplemix_plus_0io_0hb.py : plus size Mix Network without tube-specific coordinates input
stenosis2dsimplemix_plus_deqn_0hb.py : full size Mix Network with added derivatives of governing and boundary equations with respect to case parameter
stenosis2dsimplesingle256_io.py : single PINN Network with 256 nodes per layer (4 layers)
stenosis2dsimplesingle384_0io.py : single PINN Network with 384 nodes per layer (4 layers) without tube-specific coordinates input
stenosis2dsimplesingle512_0io.py : single PINN Network with 512 nodes per layer (4 layers) without tube-specific coordinates input
stenosis2dsimplesingle1024_0io.py : single PINN Network with 1024 nodes per layer (4 layers) without tube-specific coordinates input
1 maintainer
Metadata
1 maintainer
Release files for ModulusVascularFlow 1.0.3
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Source distribution (sdist)
| File | Size | Uploaded | Provenance | Actions |
|---|---|---|---|---|
| modulusvascularflow-1.0.3.tar.gz | 43.7 kB | Without provenance | Details for modulusvascularflow-1.0.3.tar.gz |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Actions Reset |
|---|---|---|---|---|
| ModulusVascularFlow-1.0.3-py3-none-any.whl | Python 3 | none | any | Details for ModulusVascularFlow-1.0.3-py3-none-any.whl |
Total release size: 95.4 kB
Release files / modulusvascularflow-1.0.3.tar.gz
| Download URL | modulusvascularflow-1.0.3.tar.gz |
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| Size | 43.7 kB |
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Release files / ModulusVascularFlow-1.0.3-py3-none-any.whl
| Download URL | ModulusVascularFlow-1.0.3-py3-none-any.whl |
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| Size | 51.7 kB |
| Tags | Python 3 |
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