14 citations · 15 across the 5 of their papers we have counts for
5 papers
Physics-Guided Interpretable Machine Learning Framework for Anomalous Transport in Crowded Media with Tunable Flexibility
Zakiya Shireen, Sujin B. Babu
Transport in crowded media is governed by the interplay of multiple physical mechanisms. Quantitatively disentangling their individual and coupled contributions remains a longstand…
A novel machine learning enabled hybrid optimization framework for efficient and transferable coarse-graining of a model polymer
Zakiya Shireen, Hansani Weeratunge, Adrian Menzel +4
This work presents a novel framework governing the development of an efficient, accurate, and transferable coarse-grained (CG) model of a polyether material. The proposed framework…
A machine learning accelerated inverse design of underwater acoustic polyurethane coatings with cylindrical voids
Hansani Weeratunge, Zakiya Shireen, Sagar Iyer +5
Here, we report the development of a detailed "Materials Informatics" framework for the design of acoustic coatings for underwater sound attenuation through integrating Machine Lea…
Molecular dynamics study of the linear viscoelastic shear and bulk relaxation moduli of poly(tetramethylene oxide) (PTMO)
Zakiya Shireen, Elnaz Hajizadeh, Peter Daivis +1
Here we report the linear viscoelastic properties of amorphous poly(tetramethylene oxide) (PTMO), which is one of the key components in synthesizing segmented polyurethane (PU) ela…
Lattice animals in diffusion limited binary colloidal system
Zakiya Shireen, Sujin B Babu
In soft matter system controlling the structure of the amorphous materials have been a key challenge. In this work we have modeled irreversible diffusion limited cluster aggregatio…