Author

Juan Li

h-index 3 View on Semantic Scholar

We have 3 of 5 papers

We haven’t gathered this author’s papers yet. Follow them and we’ll fetch their work.

Not the right person? Other researchers publish under this name.

Oct 2026

Evaluating Unsteady Forces in Turbulence-Modeled Flows from Vorticity and Reynolds Stress

Vortex force maps (VFMs) link vortical flow structures to aerodynamic forces through compact-domain integrals weighted by geometry-only Laplace potentials. Existing VFM demonstrations include inviscid, laminar, two-dimensional, and three-dimensional applications but cannot analyze turbulent flows unless fully resolved...

Matteo Liguori, F. Ciriello, Juan Li · AIAA Journal · 0 citations

#machine learning Preprint Sep 2026

VATO: A Vortex-Force-Aware Transformer Operator for Unsteady Separated Aerofoil Flows

Accurate prediction of unsteady separated flows is challenging because the aerodynamic loads depend on nonlinear separation and vortex-shedding dynamics. Although high-fidelity CFD resolves these mechanisms, its cost limits repeated use in design and control. Standard field-level surrogate training, however, does not d...

Xing-Xin Yang, Zhan Zhang, Yi-Chen Li et al. · 0 citations

Preprint Aug 2026

STCO: Conditional Neural Operators for Time-Dependent PDEs

This work introduces the Spatiotemporal Conditional Operator (STCO) for prescribed-condition operator learning (PCOL), a common interface that supplies prescribed target-time condition fields to heterogeneous backbone architectures while retaining their architecture-specific core computation and context pathways.

Xing-Xin Yang, Zhan Zhang, Juan Li · 0 citations