Physics Simulation
70 resources · page 3 of 3
SUMO
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SUMO documentation: open-source microscopic traffic simulator from DLR, used in traffic-control research.
Tokamak plasma control with deep RL
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Nature paper (2022) on magnetic control of tokamak plasmas with deep reinforcement learning.
NASA Autonomy Verification & Validation Roadmap and Vision 2045
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NASA technical report: Autonomy Verification and Validation Roadmap and Vision 2045 for learning-enabled aircraft systems.
NeuralOperator
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NeuralOperator documentation: PyTorch library implementing Fourier and other neural operators for learning PDE solutions.
NVIDIA PhysicsNeMo Framework documentation
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NVIDIA PhysicsNeMo documentation: framework for physics-informed ML and neural operators for simulation.
SciML / DiffEqFlux documentation
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DiffEqFlux.jl documentation: Julia library combining differential equation solvers with neural networks for scientific ML.