Research

Probabilistic machine learning for detecting tightening torque

Collaboration: FEMTO-ST, UC San Diego

Uncertainty quantification for robust SHM applications

Collaboration: NUMERICO - UERJ, UC San Diego

Nonlinear system identification for SHM

Collaboration: UC San Diego

Gaussian Process Regression for SHM in Large Structures

Collaboration: Lusofona University, The University of Edinburgh, Chonnam National University

GP-NARX models for delamination detection in composite aircraft structures

Collaboration: Arts et Métiers, Lusofona University

Application of transfer learning for reducing training steps in SHM

Collaboration: Lusofona University

Transfer component analysis for compensation of temperature effects and probabilistic machine learning

Lie Symmetries for dynamics

Collaboration: UNIFESSPA