activity
20192022
most citedWhen Machine Learning Meets Multiscale Modeling in Chemical Reactions

1 citations · 2 across the 5 of their papers we have counts for

collaborators

6 papers

physics.med-ph2022

Towards Optimal Control of Amyloid Fibrillation

Mengshou Wang, Gao Li, Liangrong Peng +1

EGCG, as a representative of amyloid inhibitors, has shown a promising ability against Abeta fibrillation by directly degradating the mature fibrils. Most previous studies have bee…

physics.comp-ph20201 cited

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…

q-bio.MN20201 cited

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…

q-bio.PE2020

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…

cond-mat.soft2019

Conservation-Dissipation Formalism for Soft Matter Physics: II. Application to Non-isothermal Nematic Liquid Crystals

Liangrong Peng, Yucheng Hu, Liu Hong

To most existing non-equilibrium theories, the modeling of non-isothermal processes was a hard task. Intrinsic difficulties involved the non-equilibrium temperature, the coexistenc…

cond-mat.stat-mech2019

Conservation-Dissipation Formalism for Soft Matter Physics: I. Equivalence with Doi's Variational Approach

Liangrong Peng, Yucheng Hu, Liu Hong

In this paper, we proved that by choosing the proper variational function and variables, the variational approach proposed by M. Doi in soft matter physics was equivalent to the Co…