Machine learning for metal additive manufacturing: predicting temperature and melt pool fluid dynamics using physics-informed neural networks

Q Zhu, Z Liu, J Yan - Computational Mechanics, 2021 - Springer
The recent explosion of machine learning (ML) and artificial intelligence (AI) shows great
potential in the breakthrough of metal additive manufacturing (AM) process modeling, which …

A transient global-local generalized FEM for parabolic and hyperbolic PDEs with multi-space/time scales

L He, AJ Valocchi, CA Duarte - Journal of Computational Physics, 2023 - Elsevier
This paper presents a novel Generalized Finite Element Method with global-local
enrichment (GFEM gl) to solve time-dependent parabolic and hyperbolic problems with …

Onset of wake meandering for a floating offshore wind turbine under side-to-side motion

Z Li, G Dong, X Yang - Journal of Fluid Mechanics, 2022 - cambridge.org
Wind turbine wakes, being convectively unstable, may behave as an amplifier of upstream
perturbations and make downstream turbines experience strong inflow fluctuations. In this …

An adaptive global–local generalized FEM for multiscale advection–diffusion problems

L He, AJ Valocchi, CA Duarte - Computer Methods in Applied Mechanics …, 2024 - Elsevier
This paper develops an adaptive algorithm for the Generalized Finite Element Method with
global–local enrichment (GFEM gl) for transient multiscale PDEs. The adaptive algorithm …

A mixed interface-capturing/interface-tracking formulation for thermal multi-phase flows with emphasis on metal additive manufacturing processes

Q Zhu, J Yan - Computer Methods in Applied Mechanics and …, 2021 - Elsevier
High fidelity thermal multi-phase flow simulations are in much demand to reveal the multi-
scale and multi-physics phenomena in metal additive manufacturing (AM) processes, yet …

A thermal multi-phase flow model for directed energy deposition processes via a moving signed distance function

Z Zhao, Q Zhu, J Yan - Computer Methods in Applied Mechanics and …, 2021 - Elsevier
Thermal multi-phase flow analysis has been proven to be an indispensable tool in metal
additive manufacturing (AM) modeling, yet accurate and efficient simulations of metal AM …

A variational multiscale method for natural convection of nanofluids

L Zhu, SA Goraya, A Masud - Mechanics Research Communications, 2023 - Elsevier
The notion of enhanced thermal convection via particle laden fluids has been around for a
long time. Technological challenges associated with the development of micro to nano …

Variational multi-scale modeling of interfacial flows with a balanced-force surface tension model

Z Zhao, J Yan - Mechanics Research Communications, 2021 - Elsevier
In this paper, we present a level-set based formulation to simulate interfacial flows on
unstructured meshes. The residual-based variational multiscale formulation (VMS) is …

A hybrid dynamic Smagorinsky model for large eddy simulation

Q Shui, C Duan, X Wu, Y Zhang, X Luo, C Hong… - International Journal of …, 2020 - Elsevier
A hybrid dynamic subgrid-scale model (HDSM) pertaining to Large-eddy simulation (LES)
has been developed. The coefficient obtained by German dynamic Smagorinsky model …

Variationally derived interface stabilization for discrete multiphase flows and relation with the ghost-penalty method

L Zhu, A Masud - Computer Methods in Applied Mechanics and …, 2021 - Elsevier
This paper presents an interface stabilized method for moving and deforming interface
problems in immiscible, discrete, multi-phase flows. The evolution of the interface is …