Physics-Informed Neural Network for modeling steady laminar flow in a circular pipe (Hagen-Poiseuille flow). Built with PyTorch.
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Sep 20, 2026 - Python
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pipe-flow
Here are 9 public repositories matching this topic...
MATLAB code for order-of-magnitude analysis (OMA) and physics-informed symbolic regression (GPTIPS-2) to model turbulent pipe-flow friction/pressure drop using Nikuradse & Superpipe data, including custom constraints, fitness functions, and figure reproduction scripts.
machine-learning genetic-algorithm symbolic-regression predictive-modeling turbulence turbulence-models interpretable-machine-learning physics-informed-ml order-of-magnitude pipe-flow
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Jul 5, 2026 - MATLAB
Moody diagram svg generator
roughness fluid-mechanics friction-factor moody-chart hydraulic-engineering reynolds-number laminar-flow turbulent-flow moody-diagram colebrook pipe-flow
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Sep 8, 2025 - Python
Transparent, validation-backed workflow for preliminary pipe headloss and circular gravity-flow checks.
excel water-resources hydrology civil-engineering darcy-weisbach colebrook-white hydraulic-engineering pipe-flow manning-equation rational-method
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Jul 12, 2026
MATLAB scripts for generating asymmetric Reynolds-number cycles and post-processing Nusselt number and skin-friction data from turbulent pipe-flow DNS.
dns matlab heat-transfer cfd fluid-dynamics reynolds-number turbulent-flow pipe-flow nusselt-number unsteady-flow
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Jun 19, 2026 - MATLAB
CFD simulation of laminar pipe flow development length using ANSYS Fluent and CFX.
numerical-simulations computational-fluid-dynamics ansys-fluent poiseuille-flow internal-flows velocity-profiles laminar-flow pipe-flow
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Jun 4, 2026
Hybrid neural-numerical warm-start correction framework for Colebrook-White pipe-flow equations with Newton refinement.
pytorch numerical-analysis newton-method colebrook-white scientific-machine-learning warm-start pipe-flow hydraulic-systems neural-numerical-methods neural-correction baseline-aware-learning taylor-coefficients
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Sep 17, 2026 - Python
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