Stiffness-Reduced Neural ODE Models for Data-Driven Reduced-Order Modeling of Combustion Chemical Kinetics

2022 ◽  
Author(s):  
Henry E. Dikeman ◽  
Hongyuan Zhang ◽  
Suo Yang
Keyword(s):  
Chemical Kinetics ◽  
Reduced Order Modeling ◽  
Data Driven ◽  
Reduced Order ◽  
Ode Models

Data-driven reduced order modeling based on tensor decompositions and its application to air-wall heat transfer in buildings

SeMA Journal ◽  
2021 ◽  
Author(s):  
M. Azaïez ◽  
T. Chacón Rebollo ◽  
M. Gómez Mármol ◽  
E. Perracchione ◽  
A. Rincón Casado ◽  
...  
Keyword(s):  
Heat Transfer ◽  
Reduced Order Modeling ◽  
Data Driven ◽  
Wall Heat Transfer ◽  
Reduced Order ◽  
Tensor Decompositions

scholarly journals Data-Driven Filtered Reduced Order Modeling of Fluid Flows

2018 ◽  
Vol 40 (3) ◽  
pp. B834-B857 ◽  
Author(s):  
X. Xie ◽  
M. Mohebujjaman ◽  
L. G. Rebholz ◽  
T. Iliescu
Keyword(s):  
Fluid Flows ◽  
Reduced Order Modeling ◽  
Data Driven ◽  
Reduced Order

scholarly journals DATA-DRIVEN REDUCED ORDER MODELING OF ENVIRONMENTAL HYDRODYNAMICS USING DEEP AUTOENCODERS AND NEURAL ODES

2021 ◽  
Author(s):  
S. Dutta ◽  
P. Rivera-Casillas ◽  
O. Cecil ◽  
M. Farthing ◽  
E. Perracchione ◽  
...  
Keyword(s):  
Reduced Order Modeling ◽  
Data Driven ◽  
Reduced Order
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