A multi-scale sampling method for accurate and robust deep neural network to predict combustion chemical kinetics

T Zhang, Y Yi, Y Xu, ZX Chen, Y Zhang, E Weinan… - Combustion and …, 2022 - Elsevier
Abstract Machine learning has long been considered a black box for predicting combustion
chemical kinetics due to the extremely large number of parameters and the lack of …

A multi-scale sampling method for accurate and robust deep neural network to predict combustion chemical kinetics

T Zhang, Y Yi, Y Xu, ZX Chen, Y Zhang… - Combustion and …, 2022 - ui.adsabs.harvard.edu
Abstract Machine learning has long been considered a black box for predicting combustion
chemical kinetics due to the extremely large number of parameters and the lack of …

[PDF][PDF] A multi-scale sampling method for accurate and robust deep neural network to predict combustion chemical kinetics

ZQJ Xu - Combustion and Flame, 2022 - researchgate.net
abstract Machine learning has long been considered a black box for predicting combustion
chemical kinetics due to the extremely large number of parameters and the lack of …

A multi-scale sampling method for accurate and robust deep neural network to predict combustion chemical kinetics

T Zhang, Y Yi, Y Xu, ZX Chen, Y Zhang… - arXiv preprint arXiv …, 2022 - arxiv.org
Machine learning has long been considered as a black box for predicting combustion
chemical kinetics due to the extremely large number of parameters and the lack of …

[PDF][PDF] A multi-scale sampling method for accurate and robust deep neural network to predict combustion chemical kinetics

ZQJ Xu - Combustion and Flame, 2022 - ins.sjtu.edu.cn
abstract Machine learning has long been considered a black box for predicting combustion
chemical kinetics due to the extremely large number of parameters and the lack of …