| 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 | 158 | 2021 |
| 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 | 96 | 2019 |
| 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 | 86 | 2020 |
| 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 | 72 | 2019 |
| Artificial neural networks K Worden, G Tsialiamanis, EJ Cross, TJ Rogers Machine Learning in Modeling and Simulation: Methods and Applications, 85-119, 2023 | 70 | 2023 |
| 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 | 67 | 2018 |
| 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 | 64 | 2022 |
| 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 | 62 | 2020 |
| 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 | 59 | 2018 |
| 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 | 57 | 2021 |
| 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 | 56 | 2022 |
| 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 | 52 | 2017 |
| Grey-box models for wave loading prediction DJ Pitchforth, TJ Rogers, UT Tygesen, EJ Cross Mechanical Systems and Signal Processing 159, 107741, 2021 | 45 | 2021 |
| 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 | 44 | 2019 |
| 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 | 41 | 2020 |
| 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 | 31 | 2021 |
| Physics-derived covariance functions for machine learning in structural dynamics EJ Cross, TJ Rogers IFAC-PapersOnLine 54 (7), 168-173, 2021 | 28 | 2021 |
| 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 | 24 | 2021 |
| 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 | 24 | 2018 |
| Constraining Gaussian processes for physics-informed acoustic emission mapping MR Jones, TJ Rogers, EJ Cross Mechanical Systems and Signal Processing 188, 109984, 2023 | 20 | 2023 |
Elizabeth CrossProfessor, University of SheffieldEmail verificata su sheffield.ac.uk
