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 | 46 | 2022 |
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 | 36 | 2022 |
Constraining Gaussian processes for physics-informed acoustic emission mapping MR Jones, TJ Rogers, EJ Cross Mechanical Systems and Signal Processing 188, 109984, 2023 | 9 | 2023 |
Physically meaningful uncertainty quantification in probabilistic wind turbine power curve models as a damage-sensitive feature JH Mclean, MR Jones, BJ O’Connell, E Maguire, TJ Rogers Structural Health Monitoring 22 (6), 3623-3636, 2023 | 5 | 2023 |
Constraining Gaussian processes for grey-box acoustic emission source localisation MR Jones, TJ Rogers, PA Gardner, EJ Cross Proceedings of the 29th international conference on noise and vibration …, 2020 | 5 | 2020 |
Heteroscedastic Gaussian processes for localising acoustic emission MR Jones, TJ Rogers, K Worden, EJ Cross Data Science in Engineering, Volume 9: Proceedings of the 39th IMAC, A …, 2022 | 4 | 2022 |
Bayesian localisation of acoustic emission sources for wind turbine bearings MR Jones, TJ Rogers, IE Martinez, EJ Cross Health monitoring of structural and biological systems XV 11593, 443-453, 2021 | 4 | 2021 |
A spectrum of physics-informed Gaussian processes for regression in engineering EJ Cross, TJ Rogers, DJ Pitchforth, SJ Gibson, S Zhang, MR Jones Data-Centric Engineering 5, e8, 2024 | 3 | 2024 |
On Novel Machine Learning Approaches for Acoustic Emission Source Localisation: A Probabilistic Perspective MR Jones University of Sheffield, 2023 | 3 | 2023 |
Encoding domain expertise into multilevel models for source location LA Bull, MR Jones, EJ Cross, A Duncan, M Girolami arXiv preprint arXiv:2305.08657, 2023 | 2 | 2023 |
Physical covariance functions for dynamic systems with time-dependent parameters MR Jones, TJ Rogers, EJ Cross European Workshop on Structural Health Monitoring, 381-391, 2022 | 2 | 2022 |
A probabilistic approach for acoustic emission based monitoring techniques: with application to structural health monitoring CA Lindley, MR Jones, TJ Rogers, EJ Cross, RS Dwyer-Joyce, N Dervilis, ... Mechanical Systems and Signal Processing 208, 110958, 2024 | 1 | 2024 |
Assessing the likelihood of damage at the start of a structural health monitoring campaign MR Jones, TJ Rogers, N Dervilis, K Worden, EJ Cross Structural Health Monitoring 2019, 2019 | 1 | 2019 |
Full-scale modal testing of a Hawk T1A aircraft for benchmarking vibration-based methods M Haywood-Alexander, RS Mills, MD Champneys, MR Jones, MS Bonney, ... Journal of Sound and Vibration 576, 118295, 2024 | | 2024 |
Acoustic Emission Source Location Using Bayesian Optimisation for a Composite Helicopter Blade CA LINDLEY, MR JONES, TA DARDENO, RS MILLS, N DERVILIS, ... STRUCTURAL HEALTH MONITORING 2023, 2023 | | 2023 |
Partially Structured Gaussian Processes for Grey-Box Learning in SHM MR JONES, DJ PITCHFORTH, EJ CROSS STRUCTURAL HEALTH MONITORING 2023, 2023 | | 2023 |
Bayesian Changepoint Modelling for Reference-Free Damage Detection with Acoustic Emission Data RE Scott, MR Jones, TJ Rogers European Workshop on Structural Health Monitoring, 462-471, 2022 | | 2022 |
A nonparametric Bayesian approach for the detection of acoustic emission events in time series signals CA Lindley, MR Jones, TJ Rogers, RS Dwyer-Joyce, N Dervilis, K Worden Proceedings of ISMA 2022-International Conference on Noise and Vibration …, 2022 | | 2022 |
Enhanced uncertainty quantification for acoustic emission localisation MR Jones, TJ Rogers, K Worden, EJ Cross Proceedings of ISMA 2022-International Conference on Noise and Vibration …, 2022 | | 2022 |