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Title: ChemNODE: A neural ordinary differential equations framework for efficient chemical kinetic solvers

Journal Article · · Energy and AI

Not Available

Sponsoring Organization:
USDOE
Grant/Contract Number:
AC02-06CH11357
OSTI ID:
1822961
Journal Information:
Energy and AI, Journal Name: Energy and AI Journal Issue: C Vol. 7; ISSN 2666-5468
Publisher:
ElsevierCopyright Statement
Country of Publication:
United Kingdom
Language:
English

References (25)

CasADi: a software framework for nonlinear optimization and optimal control journal July 2018
An integrated PDF/neural network approach for simulating turbulent reacting systems journal January 1996
Large eddy simulation of extinction and reignition with artificial neural networks based chemical kinetics journal March 2010
A novel principal component analysis-based acceleration scheme for LES–ODT: An a priori study journal May 2013
Principal component transport in turbulent combustion: A posteriori analysis journal May 2015
A framework for data-based turbulent combustion closure: A posteriori validation journal December 2019
Chemistry reduction using machine learning trained from non-premixed micro-mixing modeling: Application to DNS of a syngas turbulent oxy-flame with side-wall effects journal October 2020
Large eddy simulation of spray combustion using flamelet generated manifolds combined with artificial neural networks journal November 2020
Development of the ignition delay prediction model of n-butane/hydrogen mixtures based on artificial neural network journal November 2020
An ANN based hybrid chemistry framework for complex fuels journal April 2019
A high-order public domain code for direct numerical simulations of turbulent combustion journal January 2011
Toward accommodating realistic fuel chemistry in large-scale computations journal April 2009
Combustion modeling using principal component analysis journal January 2009
An a priori evaluation of a principal component and artificial neural network based combustion model in diesel engine conditions journal January 2021
Combustion modeling using Principal Component Analysis: A posteriori validation on Sandia flames D, E and F journal January 2021
Efficient bifurcation and tabulation of multi-dimensional combustion manifolds using deep mixture of experts: An a priori study journal January 2021
Autonomous Discovery of Unknown Reaction Pathways from Data by Chemical Reaction Neural Network journal January 2021
Deep Residual Networks for Flamelet/progress Variable Tabulation with Application to a Piloted Flame with Inhomogeneous Inlet journal September 2020
Computationally efficient implementation of combustion chemistry using in situ adaptive tabulation journal January 1997
A method for the solution of certain non-linear problems in least squares journal January 1944
VODE: A Variable-Coefficient ODE Solver
  • Brown, Peter N.; Byrne, George D.; Hindmarsh, Alan C.
  • SIAM Journal on Scientific and Statistical Computing, Vol. 10, Issue 5 https://doi.org/10.1137/0910062
journal September 1989
FATODE: A Library for Forward, Adjoint, and Tangent Linear Integration of ODEs journal January 2014
Julia: A Fresh Approach to Numerical Computing journal January 2017
Application of deep artificial neural networks to multi-dimensional flamelet libraries and spray flames journal March 2019
DifferentialEquations.jl – A Performant and Feature-Rich Ecosystem for Solving Differential Equations in Julia journal May 2017