Active- and transfer-learning applied to microscale-macroscale coupling to simulate viscoelastic flows

A robotic Intelligent Towing Tank for learning complex fluid-structure dynamics

(2019) D. Fan et al.   Science Robotics

A composite neural network that learns from multi-fidelity data: Application to function approximation and inverse PDE problems

(2019) Xuhui Meng et al.   JOURNAL OF COMPUTATIONAL PHYSICS

Active learning of constitutive relation from mesoscopic dynamics for macroscopic modeling of non-Newtonian flows

(2018) Lifei Zhao et al.   JOURNAL OF COMPUTATIONAL PHYSICS

A dissipative particle dynamics method for arbitrarily complex geometries

(2018) Zhen Li et al.   JOURNAL OF COMPUTATIONAL PHYSICS

An entropy-viscosity large eddy simulation study of turbulent flow in a flexible pipe

(2018) Zhicheng Wang et al.   JOURNAL OF FLUID MECHANICS

Machine learning of linear differential equations using Gaussian processes

(2017) Maziar Raissi et al.   JOURNAL OF COMPUTATIONAL PHYSICS

Flow in complex domains simulated by Dissipative Particle Dynamics driven by geometry-specific body-forces

(2016) Alireza Yazdani et al.   JOURNAL OF COMPUTATIONAL PHYSICS

The self-assembly of copolymers with one hydrophobic and one polyelectrolyte block in aqueous media: a dissipative particle dynamics study

(2016) Martin Lísal et al.   PHYSICAL CHEMISTRY CHEMICAL PHYSICS

Modeling the Rheology of Polymer Melts and Solutions

(2015) R.G. Larson et al.   Annual Review of Fluid Mechanics

Mesoscale modeling of phase transition dynamics of thermoresponsive polymers

(2015) Zhen Li et al.   CHEMICAL COMMUNICATIONS

Simulation of viscoelastic fluids in a 2D abrupt contraction by spectral element method

(2015) Azadeh Jafari et al.   INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN FLUIDS

Multiscale Universal Interface: A concurrent framework for coupling heterogeneous solvers

(2015) Yu-Hang Tang et al.   JOURNAL OF COMPUTATIONAL PHYSICS

Lees–Edwards boundary condition for simulation of polymer suspension with dissipative particle dynamics method

(2015) Dingyi Pan et al.   MOLECULAR SIMULATION

Construction of dissipative particle dynamics models for complex fluids via the Mori–Zwanzig formulation

(2014) Zhen Li et al.   Soft Matter

A generalized Irving–Kirkwood formula for the calculation of stress in molecular dynamics models

(2012) Jerry Zhijian Yang et al.   JOURNAL OF CHEMICAL PHYSICS

Steady shear rheometry of dissipative particle dynamics models of polymer fluids in reverse Poiseuille flow

(2010) Dmitry A. Fedosov et al.   JOURNAL OF CHEMICAL PHYSICS