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 | 225 | 2020 |
On the application of domain adaptation in structural health monitoring P Gardner, X Liu, K Worden Mechanical Systems and Signal Processing 138, 106550, 2020 | 130 | 2020 |
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 | 124 | 2021 |
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 | 121 | 2021 |
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 | 115 | 2021 |
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 | 81 | 2020 |
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 | 61 | 2020 |
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 | 48 | 2021 |
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 | 45 | 2021 |
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 | 39 | 2020 |
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 | 37 | 2021 |
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 | 35 | 2022 |
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 | 34 | 2020 |
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 | 34 | 2020 |
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 | 32 | 2022 |
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 | 30 | 2022 |
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 | 24 | 2020 |
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 | 22 | 2023 |
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 | 22 | 2021 |
Towards population-based structural health monitoring, Part II: heterogeneous populations and structures as graphs J Gosliga, P Gardner, LA Bull, N Dervilis, K Worden Topics in Modal Analysis & Testing, Volume 8: Proceedings of the 38th IMAC …, 2021 | 18 | 2021 |