471 citations
- National Institute of Standards and TechnologyUS3 papers
- University of Illinois Urbana-ChampaignUS3 papers
- Georgia Institute of TechnologyUS2 papers
- Indian Institute of Technology BombayIN2 papers
- Indian Institute of Technology KanpurIN2 papers
- Iowa State UniversityUS2 papers
- National Center for Supercomputing ApplicationsUS2 papers
- Rutgers, The State University of New JerseyUS2 papers
- University of California, Los AngelesUS2 papers
- University of California San DiegoUS2 papers
- University of Colorado BoulderUS2 papers
- Aix-Marseille UniversitéFR1 paper
Showing 2024 · cs.CEShow all
3 papers · 2 filters
cs.CE2024★ 8 cited
Physics-informed active learning with simultaneous weak-form latent space dynamics identification
Xiaolong He, April Tran, David M. Bortz +1
The parametric greedy latent space dynamics identification (gLaSDI) framework has demonstrated promising potential for accurate and efficient modeling of high-dimensional nonlinear…
cs.CE2024★ 103 cited
Geom-DeepONet: A Point-cloud-based Deep Operator Network for Field Predictions on 3D Parameterized Geometries
Junyan He, Seid Koric, Diab Abueidda +2
Modern digital engineering design process commonly involves expensive repeated simulations on varying three-dimensional (3D) geometries. The efficient prediction capability of neur…
cs.CE2024★ 12 cited
Material-Response-Informed DeepONet and its Application to Polycrystal Stress-strain Prediction in Crystal Plasticity
Junyan He, Deepankar Pal, Ali Najafi +3
Crystal plasticity (CP) simulations are a tool for understanding how microstructure morphology and texture affect mechanical properties and are an essential component of elucidatin…