103 citations · 156 across the 20 of their papers we have counts for
7 papers · 1 filter
Identification of hydrodynamic instability by convolutional neural networks
Wuyue Yang, Liangrong Peng, Yi Zhu +1
The onset of hydrodynamic instabilities is of great importance in both industry and daily life, due to the dramatic mechanical and thermodynamic changes for different types of flow…
When Machine Learning Meets Multiscale Modeling in Chemical Reactions
Wuyue Yang, Liangrong Peng, Yi Zhu +1
Due to the intrinsic complexity and nonlinearity of chemical reactions, direct applications of traditional machine learning algorithms may face with many difficulties. In this stud…
Revealing hidden dynamics from time-series data by ODENet
Pipi Hu, Wuyue Yang, Yi Zhu +1
To derive the hidden dynamics from observed data is one of the fundamental but also challenging problems in many different fields. In this study, we propose a new type of interpret…
Rational evaluation of various epidemic models based on the COVID-19 data of China
Wuyue Yang, Dongyan Zhang, Liangrong Peng +2
In this paper, based on the Akaike information criterion, root mean square error and robustness coefficient, a rational evaluation of various epidemic models/methods, including sev…
The Statistical Foundation of Entropy in Extended Irreversible Thermodynamics
Liu Hong, Hong Qian
In the theory of extended irreversible thermodynamics (EIT), the flux-dependent entropy function plays a key role and has a fundamental distinction from the usual flux-independent…
Stochastic Dynamics, Large Deviations Principle, and Non-equilibrium Thermodynamics
Liu Hong, Hong Qian
By examining the deterministic limit of a general -dependent generator for Markovian dynamics, which includes the continuous Fokker-Planck equations and discrete chemical master…
Epidemic analysis of COVID-19 in China by dynamical modeling
Liangrong Peng, Wuyue Yang, Dongyan Zhang +2
The outbreak of novel coronavirus-caused pneumonia (COVID-19) in Wuhan has attracted worldwide attention. Here, we propose a generalized SEIR model to analyze this epidemic. Based…