research
∙
07/19/2023
Towards a population-informed approach to the definition of data-driven models for structural dynamics
Machine learning has affected the way in which many phenomena for variou...
share
research
∙
07/12/2023
On the hierarchical Bayesian modelling of frequency response functions
Population-based structural health monitoring (PBSHM) aims to share valu...
research
∙
04/26/2023
A probabilistic approach for acoustic emission based monitoring techniques: with application to structural health monitoring
It has been demonstrated that acoustic-emission (AE), inspection of stru...
research
∙
03/08/2023
Better Together: Using Multi-task Learning to Improve Feature Selection within Structural Datasets
There have been recent efforts to move to population-based structural he...
research
∙
02/15/2023
A Meta-Learning Approach to Population-Based Modelling of Structures
A major problem of machine-learning approaches in structural dynamics is...
research
∙
08/18/2022
On an Application of Generative Adversarial Networks on Remaining Lifetime Estimation
A major problem of structural health monitoring (SHM) has been the progn...
research
∙
03/08/2022
On generative models as the basis for digital twins
A framework is proposed for generative models as a basis for digital twi...
research
∙
03/03/2022
On partitioning of an SHM problem and parallels with transfer learning
In the current work, a problem-splitting approach and a scheme motivated...
research
∙
03/03/2022
On an application of graph neural networks in population based SHM
Attempts have been made recently in the field of population-based struct...
research
∙
03/03/2022
On generating parametrised structural data using conditional generative adversarial networks
A powerful approach, and one of the most common ones in structural healt...
research
∙
03/02/2022
On the application of generative adversarial networks for nonlinear modal analysis
Linear modal analysis is a useful and effective tool for the design and ...
research
∙
11/30/2021
Bayesian Modelling of Multivalued Power Curves from an Operational Wind Farm
Power curves capture the relationship between wind speed and output powe...
research
∙
05/12/2021