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Paul Gardner
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Digital twins: state-of-the-art and future directions for modeling and simulation in engineering dynamics applications
DJ Wagg, K Worden, RJ Barthorpe, P Gardner
ASCE-ASME Journal of Risk and Uncertainty in Engineering Systems, Part B …, 2020
2162020
On the application of domain adaptation in structural health monitoring
P Gardner, X Liu, K Worden
Mechanical Systems and Signal Processing 138, 106550, 2020
1272020
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
1202021
Foundations of population-based SHM, Part III: Heterogeneous populations–Mapping and transfer
P Gardner, LA Bull, J Gosliga, N Dervilis, K Worden
Mechanical Systems and Signal Processing 149, 107142, 2021
1162021
Foundations of Population-based SHM, Part II: Heterogeneous populations–Graphs, networks, and communities
J Gosliga, PA Gardner, LA Bull, N Dervilis, K Worden
Mechanical Systems and Signal Processing 148, 107144, 2021
1102021
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
802020
Machine learning at the interface of structural health monitoring and non-destructive evaluation
P Gardner, R Fuentes, N Dervilis, C Mineo, SG Pierce, EJ Cross, ...
Philosophical Transactions of the Royal Society A 378 (2182), 20190581, 2020
612020
On the transfer of damage detectors between structures: An experimental case study
LA Bull, PA Gardner, N Dervilis, E Papatheou, M Haywood-Alexander, ...
Journal of Sound and Vibration 501, 116072, 2021
472021
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
On digital twins, mirrors, and virtualizations: Frameworks for model verification and validation
K Worden, EJ Cross, RJ Barthorpe, DJ Wagg, P Gardner
ASCE-ASME Journal of Risk and Uncertainty in Engineering Systems, Part B …, 2020
392020
On risk-based active learning for structural health monitoring
AJ Hughes, LA Bull, P Gardner, RJ Barthorpe, N Dervilis, K Worden
Mechanical Systems and Signal Processing 167, 108569, 2022
342022
Overcoming the problem of repair in structural health monitoring: Metric-informed transfer learning
P Gardner, LA Bull, N Dervilis, K Worden
Journal of Sound and Vibration 510, 116245, 2021
342021
Towards the development of an operational digital twin
P Gardner, M Dal Borgo, V Ruffini, AJ Hughes, Y Zhu, DJ Wagg
Vibration 3 (3), 235-265, 2020
342020
On digital twins, mirrors and virtualisations
K Worden, EJ Cross, P Gardner, RJ Barthorpe, DJ Wagg
Model Validation and Uncertainty Quantification, Volume 3: Proceedings of …, 2020
342020
A population-based SHM methodology for heterogeneous structures: Transferring damage localisation knowledge between different aircraft wings
P Gardner, LA Bull, J Gosliga, J Poole, N Dervilis, K Worden
Mechanical Systems and Signal Processing 172, 108918, 2022
312022
On the application of kernelised Bayesian transfer learning to population-based structural health monitoring
P Gardner, LA Bull, N Dervilis, K Worden
Mechanical Systems and Signal Processing 167, 108519, 2022
292022
On statistic alignment for domain adaptation in structural health monitoring
J Poole, P Gardner, N Dervilis, L Bull, K Worden
Structural Health Monitoring 22 (3), 1581-1600, 2023
222023
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
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
212020
Autonomous ultrasonic inspection using Bayesian optimisation and robust outlier analysis
R Fuentes, P Gardner, C Mineo, TJ Rogers, SG Pierce, K Worden, ...
Mechanical Systems and Signal Processing 145, 106897, 2020
192020
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Articles 1–20