Tim Rogers

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Elizabeth CrossProfessor, University of SheffieldAdresse e-mail validée de sheffield.ac.uk
Keith WordenUniversity of SheffieldAdresse e-mail validée de sheffield.ac.uk
Nikolaos DervilisUniversity of Sheffield, Dynamics Research Group, Sheffield, UKAdresse e-mail validée de sheffield.ac.uk
Paul GardnerFrazer-Nash ConsultancyAdresse e-mail validée de fnc.co.uk
Lawrence BullUniversity of GlasgowAdresse e-mail validée de glasgow.ac.uk
Matthew R JonesUniversity of SheffieldAdresse e-mail validée de sheffield.ac.uk
Ramon FuentesCallsignAdresse e-mail validée de callsign.com
Robert James BarthorpeThe University of SheffieldAdresse e-mail validée de sheffield.ac.uk
Evangelos PapatheouUniversity of ExeterAdresse e-mail validée de exeter.ac.uk
Andrew Eoghan MaguireVattenfallAdresse e-mail validée de vattenfall.com
Chandula T WickramarachchiResearch Associate, University of SheffieldAdresse e-mail validée de sheffield.ac.uk
Marcus Haywood-AlexanderETH ZürichAdresse e-mail validée de ethz.ch
Graeme MansonUniversity of SheffieldAdresse e-mail validée de sheffield.ac.uk
Samuel John GibsonResearch AssociateAdresse e-mail validée de sheffield.ac.uk
Max D ChampneysResearch fellow in AI for sustainability and resilience, University of SheffieldAdresse e-mail validée de sheffield.ac.uk
Geoffrey R HolmesResearch Associate, University of Sheffield, School of Health and Related ResearchAdresse e-mail validée de sheffield.ac.uk
George TsialiamanisLecturer at the University of SheffieldAdresse e-mail validée de sheffield.ac.uk
Sikai ZhangSenior Research Engineer of Rockwell AutomationAdresse e-mail validée de rockwellautomation.com
Brandon J O'ConnellUniversity of SheffieldAdresse e-mail validée de sheffield.ac.uk
Rajdip NayekAssistant Professor, IIT DelhiAdresse e-mail validée de am.iitd.ac.in

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Tim Rogers

Senior Lecturer in Dynamics, University of Sheffield

Adresse e-mail validée de sheffield.ac.uk

Structural Dynamics Structural Health Monitoring Nonlinear System Identification Bayesian Statistics Machine Learning


Titre Trier par citations Trier par année Trier par titre	Citée par Citée par	Année
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

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