Coupling of novel probabilistic transfer learning strategies and autoencoders to expedite turbulent combustion modeling

2021 ◽  
Author(s):  
Mohammad Khalil ◽  
Yukiko S Shimizu ◽  
Martin Rieth ◽  
Tarek Echekki ◽  
Jacqueline Chen ◽  
...  
Keyword(s):  
Learning Strategies ◽  
Transfer Learning ◽  
Turbulent Combustion ◽  
Combustion Modeling

Data augmentation and transfer learning strategies for reaction prediction in low chemical data regimes

2021 ◽  
Author(s):  
Yun Zhang ◽  
Ling Wang ◽  
Xinqiao Wang ◽  
Chengyun Zhang ◽  
Jiamin Ge ◽  
...  
Keyword(s):  
Organic Chemistry ◽  
Deep Learning ◽  
Drug Discovery ◽  
Research And Development ◽  
Learning Strategies ◽  
Transfer Learning ◽  
Chemical Reactions ◽  
Data Augmentation ◽  
Learning Method ◽  
Reaction Prediction

An effective and rapid deep learning method to predict chemical reactions contributes to the research and development of organic chemistry and drug discovery.

Sign in / Sign up

Export Citation Format

Share Document