Application and comparison of multiple machine learning techniques for the calculation of laminar burning velocity for hydrogen-methane mixtures
In the present discussion of transition the energy supply and sector coupling processes,
hydrogen and hydrogen/natural gas mixtures will play an important role in future gas usage …
hydrogen and hydrogen/natural gas mixtures will play an important role in future gas usage …
A hybrid GA-ANN and correlation approach to developing a laminar burning velocity prediction model for isooctane/blends-air mixtures
G Udaybhanu, VM Reddy - Fuel, 2024 - Elsevier
Surrogate fuels offer a cost-effective way to predict the combustion properties of
transportation fuels like diesel, gasoline, kerosene, etc. Iso-octane (2, 2, 4-trimethylpentane) …
transportation fuels like diesel, gasoline, kerosene, etc. Iso-octane (2, 2, 4-trimethylpentane) …
Development of laminar burning velocity prediction model and correlation of iso-octane air mixtures using artificial neural network
Surrogate fuels provide an economical alternative for forecasting the combustion properties
of transportation fuels like diesel, gasoline, and kerosene. Iso-octane (2, 2, 4 …
of transportation fuels like diesel, gasoline, and kerosene. Iso-octane (2, 2, 4 …
Laminar burning velocity model based on deep neural network for hydrogen and propane with air
The aim of the study was to develop deep neural network models for laminar burning
velocity (LBV) calculations. The present study resulted in models for hydrogen–air and …
velocity (LBV) calculations. The present study resulted in models for hydrogen–air and …
Development of a CFD-suitable deep neural network model for laminar burning velocity
A Ambrutis, M Povilaitis - Applied Sciences, 2022 - mdpi.com
Featured Application The presented DNN model has been developed for application in the
CFD simulations requiring a simplified estimation of laminar burning velocity in dry hydrogen …
CFD simulations requiring a simplified estimation of laminar burning velocity in dry hydrogen …