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@DENG-MIT Deng Energy and Nanotechnology Group

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    21 repositories

    • CRNN

      Public
      Chemical Reaction Neural Network
      chemical-kineticsneural-odesciml
      chemical-kineticsneural-odesciml
      Julia
      •
      MIT License
      •24•104•1•0•Updated Sep 16, 2025Sep 16, 2025

    • LeanKAN

      Public
      A Parameter-Lean Kolmogorov-Arnold Network Layer with Improved Memory Efficiency and Convergence Behavior. See included link for full manuscript.
      Julia
      •0•2•1•0•Updated Jul 23, 2025Jul 23, 2025

    • KAN-ODEs

      Public
      The code is associated with the paper entitled "KAN-ODEs: Kolmogorov-Arnold Network Ordinary Differential Equations for Learning Dynamical Systems and Hidden Ph…
      Julia
      •11•40•0•1•Updated Jul 23, 2025Jul 23, 2025

    • CoFFe

      Public
      CoFFe stands for Collaboratively Fused Feature, a method designed for nonlinear data dimensionality reduction of multi-physics coupled systems.
      Python
      •
      MIT License
      •1•1•0•0•Updated Nov 29, 2024Nov 29, 2024

    • StiffNeuralODE

      Public
      Stiff Neural Ordinary Differential Equations
      Julia
      •
      MIT License
      •8•36•0•0•Updated Jun 7, 2023Jun 7, 2023

    • Inference_ConstV_EMs

      Public
      Inference of chemical kinetics and thermodynamic properties from constant-volume combustion of energetic materials
      1•1•0•0•Updated Jun 7, 2023Jun 7, 2023

    • ArrheniusOpt

      Public
      Kinetics Parameter Optimization based on Arrhenius.jl
      Jupyter Notebook
      •2•2•0•0•Updated Feb 9, 2023Feb 9, 2023

    • Arrhenius.jl

      Public
      Differentiable Reacting Flow Modeling Software
      reactionmachine-learningenergy
      reactionmachine-learningenergyneural-networkchemistrycombustiondeeplearningcfdsundialscvode
      Jupyter Notebook
      •
      MIT License
      •19•61•9•0•Updated Feb 6, 2023Feb 6, 2023

    • Stiff-PINN

      Public
      Stiff-PINN: Physics-Informed Neural Network for Stiff Chemical Kinetics
      Python
      •26•71•1•0•Updated May 8, 2022May 8, 2022

    • Biomass.jl

      Public
      Modeling Biomass Pyrolysis in Julia
      Julia
      •
      MIT License
      •8•9•0•0•Updated May 8, 2022May 8, 2022

    • DeepReduction

      Public
      Two stages pipeline for reduce combustion mechanisms: reduction and retrain
      ChucK
      •
      MIT License
      •0•0•1•0•Updated Dec 24, 2021Dec 24, 2021

    • StiffNet-Benchmark

      Public
      Benchmark for learning stiff problems using physics-informed machine learning
      MIT License
      •0•13•0•0•Updated Dec 15, 2021Dec 15, 2021

    • reactorch

      Public
      A Differentiable Reacting Flow Simulation Package in PyTorch
      pytorchcombustionchemical-kinetics
      pytorchcombustionchemical-kineticskineticsfluid-dynamicsscientific-machine-learning
      Python
      •
      MIT License
      •31•52•4•0•Updated Oct 26, 2021Oct 26, 2021

    • Arrhenius_Flame_1D

      Public
      Differentiable 1D flame using Arrhenius.jl
      Julia
      •
      MIT License
      •0•2•1•0•Updated May 27, 2021May 27, 2021

    • DENG-MIT.github.io

      Public
      0•1•0•0•Updated Apr 30, 2021Apr 30, 2021

    • NN-PSR

      Public
      Differentiable Perfect Stirred Reactor Simulation using Arrhenius.jl
      Jupyter Notebook
      •0•1•1•0•Updated Apr 29, 2021Apr 29, 2021

    • CRNN-Pyrolysis

      Public
      Julia
      •
      MIT License
      •0•0•1•0•Updated Apr 23, 2021Apr 23, 2021

    • ArrheniusActiveSubspace

      Public
      Use Arrhenius.jl to compute active subspace
      Julia
      •
      MIT License
      •0•3•1•0•Updated Mar 31, 2021Mar 31, 2021

    • CRNN_HyChem

      Public
      Julia
      •0•1•0•0•Updated Mar 10, 2021Mar 10, 2021

    • CRNN-PINN.jl

      Public
      Julia
      •
      MIT License
      •0•0•0•0•Updated Jan 28, 2021Jan 28, 2021

    • CRNN.jl_old

      Public archive
      Chemical Reaction Neural Network in Julia
      juliacrnn
      juliacrnn
      Julia
      •0•1•0•0•Updated Jul 13, 2020Jul 13, 2020
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