An overview of the author's works, many of which were carried out in collaboration, is
presented. The first part concerns the quantification of uncertainties for complex engineering …

Phagraphene is a newly proposed two-dimensional allotrope of carbon. Its structure
resembles that of a defective graphene sheet. The unit cell structure of phagraphene …

Development of Foamed Concrete (FC) and incessant increases in fabrication technology
have paved the way for many promising civil engineering applications. Nevertheless, the …

Machine Learning (ML) has been applied widely in solving a lot of real-world problems.
However, this approach is very sensitive to the selection of input variables for modeling and …

This paper introduces a surrogate modeling scheme based on Grassmannian manifold
learning to be used for cost-efficient predictions of high-dimensional stochastic systems. The …

Polymer-assisted flocculation-dewatering of mineral processing tailings (MPT) is crucial for
its environmental disposal. To reduce the number of laboratory experiments, this study …

We present herein a polynomial chaos-Kriging (PC-Kriging)-based molecular dynamics
(MD) simulation framework of twisted bilayer graphene (tBLG) structures to investigate the …

We consider a high-dimensional nonlinear computational model of a dynamical system,
parameterized by a vector-valued control parameter, in the presence of uncertainties …

Continuum models describing ideal nematic solids are widely used in theoretical studies of
liquid crystal elastomers. However, experiments on nematic elastomers show a type of …

Over the past decade, there has been a significant advancement in understanding the
mechanics of silicon (Si) electrodes in lithium (Li)-ion batteries. Much of this interest in Si …