A Comprehensive Assessment and Benchmark Study of Large Atomistic Foundation Models for Phonons
We benchmark six large atomistic foundation models on 2429 crystalline materials for phonon transport properties. The rapid development of universal machine learning potentials (uMLPs) has enabled efficient, accurate predictions of diverse material properties across broad chemical spaces.
Md Zaibul Anam +5 more
wiley +1 more source
Lattice Boltzmann simulation for phase separation with chemical reaction controlled by ultrasound field. [PDF]
Wang H, Lu Y.
europepmc +1 more source
Coupled Lattice Boltzmann Modeling Framework for Pore-Scale Fluid Flow and Reactive Transport. [PDF]
Liu S, Barati R, Zhang C, Kazemi M.
europepmc +1 more source
This work establishes a correlation between solvent properties and the charge transport performance of solution‐processed organic thin films through interpretable machine learning. Strong dispersion interactions (δD), moderate hydrogen bonding (δH), closely matching and compatible with the solute (quadruple thiophene), and a small molar volume (MolVol)
Tianhao Tan, Lian Duan, Dong Wang
wiley +1 more source
Study on CO<sub>2</sub>/CH<sub>4</sub> displacement process in shale microscale models with adsorption/desorption behavior by lattice Boltzmann method. [PDF]
Zhang Y +5 more
europepmc +1 more source
Fluid-structure interaction modeling of compliant aortic valves using the lattice Boltzmann CFD and FEM methods. [PDF]
Morany A +6 more
europepmc +1 more source
This review explores the transformative impact of artificial intelligence on multiscale modeling in materials research. It highlights advancements such as machine learning force fields and graph neural networks, which enhance predictive capabilities while reducing computational costs in various applications.
Artem Maevskiy +2 more
wiley +1 more source
A novel comprehensible non-intrusive sensitivity-driven additive Aerodynamic Shape Optimization (AASO) and its implementation using the Lattice Boltzmann Method (AASO-LBM). [PDF]
Granados-Ortiz FJ.
europepmc +1 more source
General Propagation Lattice Boltzmann Model for the Boussinesq Equation. [PDF]
Yang W, Li C.
europepmc +1 more source
A Lattice Boltzmann BGK Model with an Amending Function for Two-Dimensional Second-Order Nonlinear Partial Differential Equations. [PDF]
Bi X, Lei J, Li D, Lai L, Lai H, Liu Z.
europepmc +1 more source

