scholarly journals Learning dynamic Boltzmann distributions as reduced models of spatial chemical kinetics

2018 ◽  
Vol 149 (3) ◽  
pp. 034107 ◽  
Author(s):  
Oliver K. Ernst ◽  
Thomas Bartol ◽  
Terrence Sejnowski ◽  
Eric Mjolsness
Keyword(s):  
Chemical Kinetics ◽  
Reduced Models ◽  
Learning Dynamic

scholarly journals Machine Learning Dynamic Correlation in Chemical Kinetics

2021 ◽  
Author(s):  
Changhae Andrew Kim ◽  
Nathan D. Ricke ◽  
Troy Van Voorhis
Keyword(s):  
Machine Learning ◽  
Chemical Kinetics ◽  
Dynamic Correlation ◽  
Learning Dynamic

Reduced Models for Chemical Kinetics derived from Parallel Ensemble Simulations of Stirred Reactors

2020 ◽  
Author(s):  
Pei Zhang ◽  
Ramanan Sankaran ◽  
Miroslav Stoyanov ◽  
Damien Lebrun-Grandie ◽  
Charles E. Finney
Keyword(s):  
Chemical Kinetics ◽  
Reduced Models ◽  
Ensemble Simulations ◽  
Stirred Reactors

scholarly journals Machine learning dynamic correlation in chemical kinetics

2021 ◽  
Vol 155 (14) ◽  
pp. 144107
Author(s):  
Changhae Andrew Kim ◽  
Nathan D. Ricke ◽  
Troy Van Voorhis
Keyword(s):  
Machine Learning ◽  
Chemical Kinetics ◽  
Dynamic Correlation ◽  
Learning Dynamic

scholarly journals Reduced Models in Chemical Kinetics via Nonlinear Data-Mining

Processes ◽  
2014 ◽  
Vol 2 (1) ◽  
pp. 112-140 ◽  
Author(s):  
Eliodoro Chiavazzo ◽  
Charles Gear ◽  
Carmeline Dsilva ◽  
Neta Rabin ◽  
Ioannis Kevrekidis
Keyword(s):  
Data Mining ◽  
Chemical Kinetics ◽  
Reduced Models

scholarly journals Machine Learning Dynamic Correlation in Chemical Kinetics

2021 ◽  
Author(s):  
Changhae Andrew Kim ◽  
Nathan D. Ricke ◽  
Troy Van Voorhis
Keyword(s):  
Machine Learning ◽  
Chemical Kinetics ◽  
Dynamic Correlation ◽  
Learning Dynamic

Refinement of state-resolved models for chemical kinetics using the data of trajectory calculations

2018 ◽  
Vol 19 (3) ◽  
pp. 1-14 ◽  
Author(s):  
Elena V. Kustova ◽  
◽  
Aleksei S. Savelev ◽  
Anastasia A. Lukasheva ◽  
◽  
...  
Keyword(s):  
Chemical Kinetics ◽  
Trajectory Calculations
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