[HTML][HTML] Machine learning for combustion
Combustion science is an interdisciplinary study that involves nonlinear physical and
chemical phenomena in time and length scales, including complex chemical reactions and …
chemical phenomena in time and length scales, including complex chemical reactions and …
An ANN based hybrid chemistry framework for complex fuels
The oxidation chemistry of complex hydrocarbons involves large mechanisms with hundreds
or thousands of chemical species and reactions. For practical applications and …
or thousands of chemical species and reactions. For practical applications and …
A data-based hybrid model for complex fuel chemistry acceleration at high temperatures
S Alqahtani, T Echekki - Combustion and Flame, 2021 - Elsevier
During their high-temperature oxidation, complex hydrocarbons and their early fragments
are short-lived and figure prominently only during the pyrolysis stage. However, they are …
are short-lived and figure prominently only during the pyrolysis stage. However, they are …
An extended hybrid chemistry framework for complex hydrocarbon fuels
An extended hybrid chemistry approach for complex hydrocarbons is developed to capture
high-temperature fuel chemistry beyond the pyrolysis stage. The model may be constructed …
high-temperature fuel chemistry beyond the pyrolysis stage. The model may be constructed …
Shock Tube and Laser Absorption Study of CH2O Oxidation via Simultaneous Measurements of OH and CO
The oxidation of Ar-diluted stoichiometric CH2O–O2 mixtures was studied behind reflected
shock waves over temperatures of 1332–1685 K, at pressures of about 1.5 atm and initial …
shock waves over temperatures of 1332–1685 K, at pressures of about 1.5 atm and initial …
A Data-Based Hybrid Chemistry Acceleration Framework for the Low-Temperature Oxidation of Complex Fuels
The oxidation of complex hydrocarbons is a computationally expensive process involving
detailed mechanisms with hundreds of chemical species and thousands of reactions. For …
detailed mechanisms with hundreds of chemical species and thousands of reactions. For …
HyChem model: application to petroleum-derived jet fuels
摘要 In this work we introduce an unconventional approach to modeling the high-
temperature combustion chemistry of multicomponent real fuels. The hybrid chemistry …
temperature combustion chemistry of multicomponent real fuels. The hybrid chemistry …
Evaluation of a hybrid chemistry approach for combustion of blended petroleum and bio-derived jet fuels
The hybrid chemistry modeling approach, termed HyChem, was used to explore the
combustion chemistry of blended petroleum and bio-derived jet fuels. The pyrolysis products …
combustion chemistry of blended petroleum and bio-derived jet fuels. The pyrolysis products …
[图书][B] Machine learning methods for chemistry reduction in combustion
SSH Alqahtani - 2020 - search.proquest.com
Different data-based hybrid chemistry models are developed to accelerate complex fuels
chemistry at high-temperature combustion (HTO) and demonstrated on three different fuels …
chemistry at high-temperature combustion (HTO) and demonstrated on three different fuels …
Model Reduction and Dynamic Adaptive Hybrid Integration for Efficient Combustion Simulations
Y Gao - 2017 - digitalcommons.lib.uconn.edu
Large-scale high-fidelity numerical simulation with detailed chemistry is an important
approach to the study of combustion problems, which may involve turbulence and complex …
approach to the study of combustion problems, which may involve turbulence and complex …