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Autoencoder neural network for chemically reacting systems
Incorporating detailed chemical kinetic models is critical for accurate simulations of reacting
flows. However, detailed models involve a large number of thermochemical (TC) state …
flows. However, detailed models involve a large number of thermochemical (TC) state …
Novel dnns for stiff odes with applications to chemically reacting flows
Chemically reacting flows are common in engineering, such as hypersonic flow, combustion,
explosions, manufacturing processes and environmental assessments. For combustion, the …
explosions, manufacturing processes and environmental assessments. For combustion, the …
An out-of-distribution-aware autoencoder model for reduced chemical kinetics
While detailed chemical kinetic models have been successful in representing rates of
chemical reactions in continuum scale computational fluid dynamics (CFD) simulations …
chemical reactions in continuum scale computational fluid dynamics (CFD) simulations …
A priori examination of reduced chemistry models derived from canonical stirred reactors using three-dimensional direct numerical simulation datasets
View Video Presentation: https://doi. org/10.2514/6.2021-1784. vid Data-driven approaches
to construct reduced chemical kinetic models, that rely heavily on thermo-chemical datasets …
to construct reduced chemical kinetic models, that rely heavily on thermo-chemical datasets …
[หนังสือ][B] Data-Driven Dimensionality Reduction for Simulating Combustion Systems
N Kincaid - 2024 - search.proquest.com
There is a critical need for the development of cleaner and more efficient combustion
technologies to limit their detrimental effects on the climate and the environment and reduce …
technologies to limit their detrimental effects on the climate and the environment and reduce …
Parallel Deep ResNets for Chemically Reacting Flows
View Video Presentation: https://doi. org/10.2514/6.2022-1076. vid This article continues the
program initiated by the authors in [1] with an eventual goal to replace the existing chemistry …
program initiated by the authors in [1] with an eventual goal to replace the existing chemistry …