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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...
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07/12/2023
On the hierarchical Bayesian modelling of frequency response functions
Population-based structural health monitoring (PBSHM) aims to share valu...
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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...
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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...
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02/15/2023
A Meta-Learning Approach to Population-Based Modelling of Structures
A major problem of machine-learning approaches in structural dynamics is...
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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...
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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...
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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...
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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...
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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...
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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 ...
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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...
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05/12/2021
On risk-based active learning for structural health monitoring
A primary motivation for the development and implementation of structura...
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01/05/2021