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  1. pnnl/neuromancer pnnl/neuromancer Public

    Pytorch-based framework for solving parametric constrained optimization problems, physics-informed system identification, and parametric model predictive control.

    Python 1.3k 172

  2. pnnl/deps_arXiv2020 pnnl/deps_arXiv2020 Public

    Differentiable predictive control (DPC) policy optimization examples.

    MATLAB 62 8

  3. NeuralDAEs NeuralDAEs Public

    Learning Neural Differential Algebraic Equations via Operator Splitting

    JavaScript 1 1

  4. slides slides Public

    Collection of presentation slides

    5

  5. SciML-Course SciML-Course Public

    JHU Course EN.560.652 - Scientific Machine Learning for Modeling, Optimization, and Control of Dynamical Systems

    Python 17 2

  6. pnnl/L2O-MINLP pnnl/L2O-MINLP Public

    Learning-to-Optimize for Mixed-Integer Non-Linear Programming

    Jupyter Notebook 62 23