Abstract Machine learning has shown superior performance in polymer properties prediction
research. However, due to the complex experimental process or simulation process of …

The dispersion and diffusion mechanism of nanofillers in polymer nanocomposites (PNCs)
are crucial for understanding the properties of PNCs, which is of great significance for the …

The properties of substrate-supported polymer films are strongly related to the properties of
the substrate. This work studies the dynamic propagation depth of the substrate effect in …

For substrate-supported polymer films, the tails of adsorbed chains are generally assumed
to play important roles in the propagation of the substrate's effect inside polymer films. The …

The effects of chain topology on the conformational and dynamic properties of substrate-
supported ring and linear polymer films were investigated by molecular dynamics …

The relationship between the chemical heterogeneity of two-dimensional (2D) filler surfaces
and the mechanical properties of polymer nanocomposites (PNCs) is investigated using …

Adsorption of polymer chains on a solid surface is a universal interfacial behavior. Loops in
the adsorbed chains are considered to exert a significant effect on the overall properties of a …