103 citations · 124 across the 17 of their papers we have counts for
17 papers
Epidemic dynamics in physical-information-social multilayer networks
Mengshou Wang, Liangrong Peng, Baoguo Jia +1
During epidemic outbreaks, information dissemination enhances individual protection, while social institutions influence the transmission through measures like government intervent…
Thermodynamics of Chemical Reactions in Open Systems Reduced by PEA and QSSA
Xinyu Zhang, Haiyang Jia, Liangrong Peng +1
Previous studies have primarily focused on the nonequilibrium thermodynamics of chemical reaction networks (CRNs) occurring in closed systems. In contrast, CRNs in open systems exh…
MEP-Net: Generating Solutions to Scientific Problems with Limited Knowledge by Maximum Entropy Principle
Wuyue Yang, Liangrong Peng, Guojie Li +1
Maximum entropy principle (MEP) offers an effective and unbiased approach to inferring unknown probability distributions when faced with incomplete information, while neural networ…
Thermodynamics for Reduced Models of Breakable Amyloid Filaments Based on Maximum Entropy Principle
Xinyu Zhang, Haiyang Jia, Wuyue Yang +2
Amyloid filaments are associated with neurodegenerative diseases such as Alzheimer's and Parkinson's. Simplified models of amyloid aggregation are crucial because the original mass…
Optimal Strategy for Stabilizing Protein Folding Intermediates
Mengshou Wang, Liangrong Pengb, Baoguo Jia +1
To manipulate the protein population at certain functional state through chemical stabilizers is crucial for protein-related studies. It not only plays a key role in protein struct…
Thermodynamics for Reduced Models of Chemical Reactions by PEA and QSSA
Liangrong Peng, Liu Hong
Partial equilibrium approximation (PEA) and quasi-steady-state approximation (QSSA) are two classical methods for reducing complex macroscopic chemical reactions into simple comput…
A data-driven analysis on the mediation effect of compartment models between control measures and COVID-19 epidemics
Dongyan Zhang, Wuyue Yang, Wanqi Wen +3
We make a retrospective review on various control measures taken by 127 countries/territories during the first wave of COVID-19 pandemic until July 7, 2020, and evaluate their impa…
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…
Recent Advances in Conservation-Dissipation Formalism for Irreversible Processes
Liangrong Peng, Liu Hong
The main purpose of this review is to summarize the recent advances of the Conservation-Dissipation Formalism (CDF), a new way for constructing both thermodynamically compatible an…
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…
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…
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…
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…
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…
The Markov Process Admits a Consistent Steady-State Thermodynamic Formalism
Liangrong Peng, Yi Zhu, Liu Hong
The seek for a new universal formulation for describing various non-equilibrium processes is a central task of modern non-equilibrium thermodynamics. In this paper, a novel steady-…
Thermodynamics of Markov Processes with Non-extensive Entropy and Free Energy
Liangrong Peng, Hong Qian, Liu Hong
Statistical thermodynamics of small systems shows dramatic differences from normal systems. Parallel to the recently presented steady-state thermodynamic formalism for master equat…