activity
20212024
most citedStructured Machine Learning Tools for Modelling Characteristics of Guided Waves

25 citations · 41 across the 6 of their papers we have counts for

collaborators

6 papers

cs.LG2024

Multitask learning for improved scour detection: A dynamic wave tank study

Simon M. Brealy, Aidan J. Hughes, Tina A. Dardeno +4

Population-based structural health monitoring (PBSHM), aims to share information between members of a population. An offshore wind (OW) farm could be considered as a population of…

cs.LG2023★ 15 cited

On the hierarchical Bayesian modelling of frequency response functions

T. A. Dardeno, K. Worden, N. Dervilis +2

For situations that may benefit from information sharing among datasets, e.g., population-based SHM of similar structures, the hierarchical Bayesian approach provides a useful mode…

cs.LG2023

Better Together: Using Multi-task Learning to Improve Feature Selection within Structural Datasets

S. C. Bee, E. Papatheou, M Haywood-Alexander +4

There have been recent efforts to move to population-based structural health monitoring (PBSHM) systems. One area of PBSHM which has been recognised for potential development is th…

stat.AP2022

A Bayesian Method for Material Identification of Composite Plates via Dispersion Curves

Marcus Haywood-Alexander, Nikolaos Dervilis, Keith Worden +3

Ultrasonic guided waves offer a convenient and practical approach to structural health monitoring and non-destructive evaluation. A key property of guided waves is the fully-define…

cs.LG2022★ 1 cited

Modelling variability in vibration-based PBSHM via a generalised population form

Tina A Dardeno, Lawrence A Bull, Robin S Mills +2

Structural health monitoring (SHM) has been an active research area for the last three decades, and has accumulated a number of critical advances over that period, as can be seen i…

stat.ML2021★ 25 cited

Structured Machine Learning Tools for Modelling Characteristics of Guided Waves

Marcus Haywood-Alexander, Nikolaos Dervilis, Keith Worden +3

The use of ultrasonic guided waves to probe the materials/structures for damage continues to increase in popularity for non-destructive evaluation (NDE) and structural health monit…