Physics-Informed Surrogate Modeling of Urban Wind Environments under Sparse Measurements: A Pressure-Free Parameterized PINN with Soft Geometric Constraints
Abstract
Field Measurement Dataset CFD-based Simulation Dataset
Fields of Study & Subjects
Model Reduction and Neural Networks
Wind and Air Flow Studies
Advanced Multi-Objective Optimization Algorithms
Publication details
- Journal / source
- Zenodo (CERN European Organization for Nuclear Research)
- Publication date
- 26 February 2026
- Language
- EN
- Document type
- Dataset