292 citations · 2.5k across the 61 of their papers we have counts for
63 papers
Non-Stokesian dynamics of magnetic helical nanoswimmers under confinement
Alireza Fazeli, Vaibhav Thakore, Tapio Ala-Nissila +1
Electromagnetically propelled helical nanoswimmers offer great potential for nanorobotic applications. Here, the effect of confinement on their propulsion is characterized using la…
Characterization of partial wetting by CMAS droplets using multiphase many-body dissipative particle dynamics and data-driven discovery based on PINNs
Elham Kiyani, Mahdi Kooshkbaghi, Khemraj Shukla +6
The molten sand, a mixture of calcia, magnesia, alumina, and silicate, known as CMAS, is characterized by its high viscosity, density, and surface tension. The unique properties of…
Designing architectured ceramics for transient thermal applications using finite element and deep learning
Elham Kiyani, Hamidreza Yazdani Sarvestani, Hossein Ravanbakhsh +4
Topologically interlocking architectures can generate tough ceramics with attractive thermo-mechanical properties. This concept can make the material design pathway a challenging t…
A Framework Based on Symbolic Regression Coupled with eXtended Physics-Informed Neural Networks for Gray-Box Learning of Equations of Motion from Data
Elham Kiyani, Khemraj Shukla, George Em Karniadakis +1
We propose a framework and an algorithm to uncover the unknown parts of nonlinear equations directly from data. The framework is based on eXtended Physics-Informed Neural Networks…
Effect of substrate heterogeneity and topology on epithelial tissue growth dynamics
Mahmood Mazarei, Jan Astrom, Jan Westerlund +1
Tissue growth kinetics and interface dynamics depend on the properties of the tissue environment and cell-cell interactions. In cellular environments, substrate heterogeneity and g…
Machine Learning-Driven Process of Alumina Ceramics Laser Machining
Razyeh Behbahani, Hamidreza Yazdani Sarvestani, Erfan Fatehi +4
Laser machining is a highly flexible non-contact manufacturing technique that has been employed widely across academia and industry. Due to nonlinear interactions between light and…