On-Going Research Area III
Statistical Learning for Reduced-Order Modeling
Embedded Files
Research Objectives
Research Objectives
Statistical learning for adapting projection-based reduced-order models
Statistical sequential experimental design for constructing projection-based reduced-order models
Adapting Projection-Based Reduced-Order Models using Projected Gaussian Process
Selected Publications:
Selected Publications:
Liu, X., Feng, J.Y., and Liu, X.C., (2025), "Adapting Projection-Based Reduced-Order Models using Projected Gaussian Process", under revision. arXiv: 2410.14090. Article Link.
Liu, X., and Liu, X.C. (2023), “Regression Trees on Grassmann Manifold for Adapting Reduced-Order Models”, AIAA Journal (American Institute of Aeronautics and Astronautics), 61(3), 1318-1333. Article Link. (also on arXiv: 2206.11324).
Google Sites
Report abuse