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Tim Rogers
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Foundations of population-based SHM, Part I: Homogeneous populations and forms
LA Bull, PA Gardner, J Gosliga, TJ Rogers, N Dervilis, EJ Cross, ...
Mechanical Systems and Signal Processing 148, 107141, 2021
1132021
A Bayesian non-parametric clustering approach for semi-supervised Structural Health Monitoring
TJ Rogers, K Worden, R Fuentes, N Dervilis, UT Tygesen, EJ Cross
Mechanical Systems and Signal Processing 119, 100-119, 2019
852019
Probabilistic modelling of wind turbine power curves with application of heteroscedastic Gaussian Process regression
TJ Rogers, P Gardner, N Dervilis, K Worden, AE Maguire, E Papatheou, ...
Renewable Energy 148, 1124-1136, 2020
792020
Probabilistic active learning: An online framework for structural health monitoring
LA Bull, TJ Rogers, C Wickramarachchi, EJ Cross, K Worden, N Dervilis
Mechanical Systems and Signal Processing 134, 106294, 2019
652019
On evolutionary system identification with applications to nonlinear benchmarks
K Worden, RJ Barthorpe, EJ Cross, N Dervilis, GR Holmes, G Manson, ...
Mechanical Systems and Signal Processing 112, 194-232, 2018
622018
On the application of Gaussian process latent force models for joint input-state-parameter estimation: With a view to Bayesian operational identification
TJ Rogers, K Worden, EJ Cross
Mechanical Systems and Signal Processing 140, 106580, 2020
512020
Artificial neural networks
K Worden, G Tsialiamanis, EJ Cross, TJ Rogers
Machine Learning in Modeling and Simulation: Methods and Applications, 85-119, 2023
482023
On the confidence bounds of Gaussian process NARX models and their higher-order frequency response functions
K Worden, WE Becker, TJ Rogers, EJ Cross
Mechanical Systems and Signal Processing 104, 188-223, 2018
472018
A Bayesian methodology for localising acoustic emission sources in complex structures
MR Jones, TJ Rogers, K Worden, EJ Cross
Mechanical Systems and Signal Processing 163, 108143, 2022
462022
On a grey box modelling framework for nonlinear system identification
TJ Rogers, GR Holmes, EJ Cross, K Worden
Special Topics in Structural Dynamics, Volume 6: Proceedings of the 35th …, 2017
462017
Equation discovery for nonlinear dynamical systems: A Bayesian viewpoint
R Fuentes, R Nayek, P Gardner, N Dervilis, T Rogers, K Worden, ...
Mechanical Systems and Signal Processing 154, 107528, 2021
452021
State-of-the-art and future directions for predictive modelling of offshore structure dynamics using machine learning
UT Tygesen, K Worden, T Rogers, G Manson, EJ Cross
Dynamics of Civil Structures, Volume 2: Proceedings of the 36th IMAC, A …, 2019
382019
Physics-Informed Machine Learning for Structural Health Monitoring
EJ Cross, SJ Gibson, MR Jones, DJ Pitchforth, S Zhang, TJ Rogers
Structural Health Monitoring Based on Data Science Techniques, 347-367, 2022
362022
Grey-box models for wave loading prediction
DJ Pitchforth, TJ Rogers, UT Tygesen, EJ Cross
Mechanical Systems and Signal Processing 159, 107741, 2021
362021
Structured machine learning tools for modelling characteristics of guided waves
M Haywood-Alexander, N Dervilis, K Worden, EJ Cross, RS Mills, ...
Mechanical Systems and Signal Processing 156, 107628, 2021
252021
Learning model discrepancy: A Gaussian process and sampling-based approach
P Gardner, TJ Rogers, C Lord, RJ Barthorpe
Mechanical Systems and Signal Processing 152, 107381, 2021
222021
Machine learning for energy load forecasting
D Scott, T Simpson, N Dervilis, T Rogers, K Worden
Journal of Physics: Conference Series 1106 (1), 012005, 2018
222018
Physics-derived covariance functions for machine learning in structural dynamics
EJ Cross, TJ Rogers
IFAC-PapersOnLine 54 (7), 168-173, 2021
192021
A Brief Introduction to Recent Developments in Population-Based Structural Health Monitoring
K Worden, LA Bull, P Gardner, J Gosliga, TJ Rogers, EJ Cross, ...
Frontiers in Built Environment 6, 146, 2020
192020
Towards Bayesian System Identification: With Application to SHM of Offshore Structures
TJ Rogers
University of Sheffield, 2019
192019
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Artikler 1–20