Materials 4.0: An Artificial Intelligence-accelerated Inverse Materials Design Engine

A machine learning enabled hybrid optimization framework for efficient coarse-graining of a model polymer

Zakiya Shireen, Hansani Weeratunge, Adrian Menzel, Andrew W Phillips, Ronald G Larson, Kate Smith-Miles, Elnaz Hajizadeh

2022-11-04

This work presents a framework governing the development of an efficient, accurate, and transferable coarse-grained (CG) model of ..

Linear viscoelastic shear and bulk relaxation moduli in poly(tetramethylene oxide) (PTMO) using united-atom molecular dynamics

Zakiya Shireen, Elnaz Hajizadeh, Peter Daivis, Christian Brandl

2022-10-11

A quantitative understanding and prediction of the viscoelastic relaxation behavior of polymer melts is required to build up predi..

A machine learning accelerated inverse design of underwater acoustic polyurethane coatings

Hansani Weeratunge, Zakiya Shireen, Sagar Iyer, Adrian Menzel, Andrew W Phillips, Saman Halgamuge, Richard Sandberg, Elnaz Hajizadeh

2022-08-01

Here we propose a detailed protocol to enable an accelerated inverse design of acoustic coatings for underwater sound attenuation ..