Dr Timothy Rogers

MEng, PhD

School of Mechanical, Aerospace and Civil Engineering

Senior Lecturer in Mechanical Engineering

Tim Rogers
Profile picture of Tim Rogers
tim.rogers@sheffield.ac.uk
+44 114 222 7820

Full contact details

Dr Timothy Rogers
School of Mechanical, Aerospace and Civil Engineering
Sir Frederick Mappin Building
Mappin Street
91̽»¨
S1 3JD
Profile

Dr Timothy Rogers is a lecturer in the Dynamics Research Group (DRG), part of the Department of Mechanical Engineering at 91̽»¨.

He has completed both his MEng in Mechanical Engineering and his PhD at 91̽»¨, the title of which was "Towards Bayesian System Identifcation: With Application to SHM of Offshore Structures".

His work focusses on application of Machine Learning and Bayesian statistical methods to problems in structural dynamics in particular those within nonlinear system identification and Structural Health Monitoring (SHM).

Research interests

Current research interests include:

  • Machine learning for structural dynamics and Structural Health Monitoring
  • Bayesian statistical modelling of structural systems
  • Probabilistic nonlinear system identification
  • Joint input/state/parameter identification
Publications

Journal articles

  • Champneys M, Beintema GI, Tóth R, Schoukens M & Rogers TJ (2024) . IFAC-PapersOnLine, 58(15), 474-479. RIS download Bibtex download
  • Kashyap S, Rogers TJ & Nayek R (2024) . Mechanical Systems and Signal Processing, 216, 111474-111474. RIS download Bibtex download
  • Mclean JH, Dervilis N & Rogers TJ (2024) . Journal of Physics: Conference Series, 2647(19). RIS download Bibtex download
  • AlQahtani NA, Rogers TJ & Sims ND (2024) . Journal of Physics: Conference Series, 2647(3), 032002-032002. RIS download Bibtex download
  • Cross EJ, Rogers TJ, Pitchforth DJ, Gibson SJ, Zhang S & Jones MR (2024) . Data-Centric Engineering, 5. RIS download Bibtex download
  • O’Connell BJ & Rogers TJ (2024) . Journal of Sound and Vibration, 118381-118381. RIS download Bibtex download
  • Lindley CA, Jones MR, Rogers TJ, Cross EJ, Dwyer-Joyce RS, Dervilis N & Worden K (2024) . Mechanical Systems and Signal Processing, 208, 110958-110958. RIS download Bibtex download
  • Haywood-Alexander M, Mills RS, Champneys MD, Jones MR, Bonney MS, Wagg D & Rogers TJ (2024) . Journal of Sound and Vibration, 576. RIS download Bibtex download
  • Stihi A, Rogers TJ, Mazzá C & Cross EJ (2023) . IEEE Transactions on Biomedical Engineering, 1-13. RIS download Bibtex download
  • Jones MR, Rogers TJ & Cross EJ (2023) . Mechanical Systems and Signal Processing, 188, 109984-109984. RIS download Bibtex download
  • Tóth M, Brown A, Cross E, Rogers T & Sims ND (2023) . Procedia CIRP, 117, 347-352. RIS download Bibtex download
  • Champneys MD, Tsialiamanis G, Rogers TJ, Dervilis N & Worden K (2022) . Mechanical Systems and Signal Processing, 181, 109510-109510. RIS download Bibtex download
  • Rogers TJ & Friis T (2022) . Mechanical Systems and Signal Processing, 180, 109426-109426. RIS download Bibtex download
  • Wickramarachchi CT, Rogers TJ, McLeay TE, Leahy W & Cross EJ (2022) . Mechanical Systems and Signal Processing, 180. RIS download Bibtex download
  • Bull LA, Dervilis N, Worden K, Cross EJ & Rogers TJ (2022) . Proceedings of the Royal Society A: Mathematical, Physical and Engineering Sciences, 478(2262). RIS download Bibtex download
  • Haywood-Alexander M, Dervilis N, Worden K, Dobie G & Rogers TJ (2022) . Journal of Sound and Vibration, 117063. RIS download Bibtex download
  • Jones MR, Rogers TJ, Worden K & Cross EJ (2022) . Mechanical Systems and Signal Processing, 163, 108143-108143. RIS download Bibtex download
  • Bull LA, Gardner PA, Rogers TJ, Dervilis N, Cross EJ, Papatheou E, Maguire AE, Campos C & Worden K (2021) . Mechanical Systems and Signal Processing, 108530-108530. RIS download Bibtex download
  • Pitchforth DJ, Rogers TJ, Tygesen UT & Cross EJ (2021) . Mechanical Systems and Signal Processing, 159, 107741. RIS download Bibtex download
  • Gardner P, Rogers TJ, Lord C & Barthorpe RJ (2021) . Mechanical Systems and Signal Processing, 152, 107381-107381. RIS download Bibtex download
  • Bull LA, Gardner P, Rogers TJ, Cross EJ, Dervilis N & Worden K (2021) . ASCE-ASME Journal of Risk and Uncertainty in Engineering Systems, Part A: Civil Engineering, 7(1), 03120003-03120003. RIS download Bibtex download
  • Bull LA, Gardner PA, Gosliga J, Rogers TJ, Dervilis N, Cross EJ, Papatheou E, Maguire AE, Campos C & Worden K (2021) . Mechanical Systems and Signal Processing, 148. RIS download Bibtex download
  • Fuentes R, Nayek R, Gardner P, Dervilis N, Rogers T, Worden K & Cross E (2021) . Mechanical Systems and Signal Processing, 154. RIS download Bibtex download
  • Haywood-Alexander M, Dervilis N, Worden K, Cross EJ, Mills RS & Rogers TJ (2021) . Mechanical Systems and Signal Processing, 156. RIS download Bibtex download
  • Rogers TJ, Worden K & Cross EJ (2020) . Vibration, 3(3), 281-303. RIS download Bibtex download
  • Rogers TJ, Worden K & Cross E (2020) . Mechanical Systems and Signal Processing, 140. RIS download Bibtex download
  • Rogers T, Gardner P, Dervilis N, Worden K, Maguire AE, Papatheou E & Cross E (2020) . Renewable Energy, 148, 1124-1136. RIS download Bibtex download
  • Bull L, Rogers T, Wickramarachchi C, Cross E, Worden K & Dervilis N (2019) . Mechanical Systems and Signal Processing, 134. RIS download Bibtex download
  • Rogers TJ, Worden K, Fuentes R, Dervilis N, Tygesen UT & Cross E (2019) . Mechanical Systems and Signal Processing, 119, 100-119. RIS download Bibtex download
  • Gardner P, Rogers TJ, Lord C & Barthorpe RJ (2018) . Applied Mechanics and Materials, 885, 18-31. RIS download Bibtex download
  • Worden K, Barthorpe RJ, Cross E, Dervilis N, Holmes GR, Manson G & Rogers T (2018) . Mechanical Systems and Signal Processing, 112, 194-232. RIS download Bibtex download
  • Worden K, Becker WE, Rogers TJ & Cross EJ (2018) . Mechanical Systems and Signal Processing, 104, 188-223. RIS download Bibtex download
  • Shamas J, Rogers T, Krynkin A, Prisutova J, Gardner P, Horoshenkov KV, Shelley SR & Dickenson P () . Sensors, 24(15), 4883-4883. RIS download Bibtex download
  • Clarkson D, Bull LA, Dardeno TA, Wickramarachchi CT, Cross EJ, Rogers TJ, Worden K, Dervilis N & Hughes AJ () . e-Journal of Nondestructive Testing, 29(7). RIS download Bibtex download
  • Mclean JH, Jones MR, O’Connell BJ, Maguire E & Rogers TJ () . Structural Health Monitoring, 147592172311553-147592172311553. RIS download Bibtex download
  • Gibson SJ, Rogers TJ & Cross EJ () . Structural Health Monitoring, 147592172211400-147592172211400. RIS download Bibtex download
  • Haywood-Alexander M, Dervilis N, Worden K, Mills RS, Ladpli P & Rogers TJ () . Sensors, 23(1), 185-185. RIS download Bibtex download
  • Fuentes R, Gardner P, Mineo C, Rogers TJ, Pierce SG, Worden K, Dervilis N & Cross EJ () . Mechanical Systems and Signal Processing, 145. RIS download Bibtex download
  • Worden K, Bull LA, Gardner P, Gosliga J, Rogers TJ, Cross EJ, Papatheou E, Lin W & Dervilis N () . Frontiers in Built Environment, 6. RIS download Bibtex download
  • Rogers TJ & Friis T () A Latent Restoring Force Approach to Nonlinear System Identification. RIS download Bibtex download

Chapters

  • O’Connell BJ & Rogers TJ (2024) , Lecture Notes in Civil Engineering (pp. 609-617). Springer Nature Switzerland RIS download Bibtex download
  • Amador SDR, Rogers TJ & Gaile L (2024) , Lecture Notes in Civil Engineering (pp. 652-662). Springer Nature Switzerland RIS download Bibtex download
  • Bull LA, Abdallah I, Mylonas C, Avendaño-Valencia LD, Tatsis K, Gardner P, Rogers TJ, Brennan DS, Cross EJ, Worden K , Duncan AB et al (2023) , Data Driven Methods for Civil Structural Health Monitoring and Resilience (pp. 120-180). CRC Press RIS download Bibtex download
  • Poole J, Gardner P, Dervilis N, Mclean JH, Rogers TJ & Worden K (2023) , Data Science in Engineering, Volume 10 (pp. 73-81). Springer Nature Switzerland RIS download Bibtex download
  • Jones MR, Rogers TJ & Cross EJ (2023) , Lecture Notes in Civil Engineering (pp. 381-391). Springer International Publishing RIS download Bibtex download
  • Scott RE, Jones MR & Rogers TJ (2023) , Lecture Notes in Civil Engineering (pp. 462-471). Springer International Publishing RIS download Bibtex download
  • Rogers TJ, Mclean J, Cross EJ & Worden K (2023) , Computational Methods in Engineering & the Sciences (pp. 121-147). Springer International Publishing RIS download Bibtex download
  • Worden K, Tsialiamanis G, Cross EJ & Rogers TJ (2023) , Computational Methods in Engineering & the Sciences (pp. 85-119). Springer International Publishing RIS download Bibtex download
  • Tygesen UT, Cross EJ, Gardner P, Worden K, Qadri BA & Rogers TJ (2022) , Ageing and Life Extension of Offshore Facilities (pp. 143-157). ASME RIS download Bibtex download
  • Fuentes R, Cross EJ, Gardner PA, Bull LA, Rogers TJ, Barthorpe RJ, Shi H, Dervilis N, Farrar CR & Worden K (2022) , Handbook of Experimental Structural Dynamics (pp. 989-1061). Springer New York RIS download Bibtex download
  • Cross EJ, Gibson SJ, Jones MR, Pitchforth DJ, Zhang S & Rogers TJ (2022) , Structural Integrity (pp. 347-367). Springer International Publishing RIS download Bibtex download
  • Bull LA, Hughes AJ, Rogers TJ, Gardner P, Worden K & Dervilis N (2022) , Structural Integrity (pp. 389-411). Springer International Publishing RIS download Bibtex download
  • Fuentes R, Cross EJ, Gardner PA, Bull LA, Rogers TJ, Barthorpe RJ, Shi H, Dervilis N, Farrar CR & Worden K (2022) , Handbook of Experimental Structural Dynamics (pp. 1-72). Springer New York RIS download Bibtex download
  • Jones MR, Rogers TJ, Worden K & Cross EJ (2021) , Data Science in Engineering, Volume 9 (pp. 185-197). RIS download Bibtex download
  • Bull LA, Gardner P, Rogers TJ, Cross EJ, Dervilis N & Worden K (2021) , Lecture Notes in Civil Engineering (pp. 415-426). Springer International Publishing RIS download Bibtex download
  • Zhang S, Rogers TJ & Cross EJ (2021) , Lecture Notes in Civil Engineering (pp. 55-66). Springer International Publishing RIS download Bibtex download
  • Wickramarachchi CT, Rogers TJ, Leahy W & Cross EJ (2021) , Topics in Modal Analysis & Testing, Volume 8 (pp. 283-286). Springer International Publishing RIS download Bibtex download
  • Rogers TJ, Worden K & Cross EJ (2020) , Model Validation and Uncertainty Quantification, Volume 3 (pp. 247-253). Springer International Publishing RIS download Bibtex download
  • Bull LA, Gardner PA, Gosliga J, Dervilis N, Papatheou E, Maguire AE, Campos C, Rogers TJ, Cross EJ & Worden K (2020) , Model Validation and Uncertainty Quantification, Volume 3 (pp. 287-302). Springer International Publishing RIS download Bibtex download
  • Devendra T, Dervilis N, Worden K, Tsialiamanis G, Cross EJ & Rogers TJ (2020) , Model Validation and Uncertainty Quantification, Volume 3 (pp. 237-246). Springer International Publishing RIS download Bibtex download
  • Fuentes R, Cross EJ, Gardner PA, Bull LA, Rogers TJ, Barthorpe RJ, Shi H, Dervilis N, Farrar CR & Worden K (2020) , Handbook of Experimental Structural Dynamics (pp. 1-72). Springer New York RIS download Bibtex download
  • Bull LA, Worden K, Rogers TJ, Cross EJ & Dervilis N (2020) , Special Topics in Structural Dynamics & Experimental Techniques, Volume 5 (pp. 77-81). Springer International Publishing RIS download Bibtex download
  • Tygesen UT, Worden K, Rogers T, Manson G & Cross EJ (2019) , Conference Proceedings of the Society for Experimental Mechanics Series (pp. 223-233). Springer International Publishing RIS download Bibtex download

Conference proceedings papers

  • Kouw WM, Gruijthuijsen C, Blanken L, Evers E & Rogers T (2024) . 2024 IEEE Conference on Control Technology and Applications (CCTA) (pp 382-387), 21 August 2024 - 23 August 2024. RIS download Bibtex download
  • HAO Z, Rogers T & Li F (2024) . International Conference on Optoelectronic Information and Functional Materials (OIFM 2024), 19 April 2024 - 21 April 2024. RIS download Bibtex download
  • Hughes AJ, Worden K, Dervilis N & Rogers TJ (2024) Cost-informed dimensionality reduction for structural digital twin technologies. Proceedings of ISMA 2024 - International Conference on Noise and Vibration Engineering and USD 2024 - International Conference on Uncertainty in Structural Dynamics (pp 4529-4542) RIS download Bibtex download
  • Champneys MD & Rogers TJ (2024) An efficient reversible-jump MCMC scheme for model term selection in dynamic systems. Proceedings of ISMA 2024 - International Conference on Noise and Vibration Engineering and USD 2024 - International Conference on Uncertainty in Structural Dynamics (pp 4422-4431) RIS download Bibtex download
  • Preston OHL, Rogers TJ & Worden K (2024) Using higher-order frequency response functions from NARX models to support activation function choices. Proceedings of ISMA 2024 - International Conference on Noise and Vibration Engineering and USD 2024 - International Conference on Uncertainty in Structural Dynamics (pp 2294-2307) RIS download Bibtex download
  • Ogbodo CO, Rogers TJ, Dal Borgo M & Wagg DJ (2024) Mode indicator guided sequential modal analysis. Proceedings of ISMA 2024 - International Conference on Noise and Vibration Engineering and USD 2024 - International Conference on Uncertainty in Structural Dynamics (pp 1012-1022) RIS download Bibtex download
  • Brennan DS, Rogers TJ, Cross EJ & Worden K (2024) (pp 151-158) RIS download Bibtex download
  • Champneys MD, Rogers TJ, Dervilis N & Worden K (2024) (pp 81-91) RIS download Bibtex download
  • CLARKSON DR, BULL LA, DARDENO TA, WICKRAMARACHCHI CT, CROSS EJ, ROGERS TJ, WORDEN K, DERVILIS N & HUGHES AJ (2023) . Proceedings of the 14th International Workshop on Structural Health Monitoring RIS download Bibtex download
  • BRASSINGTON A, ALEXANDER MH, DERVILIS N, WORDEN K & ROGERS TJ (2023) . Proceedings of the 14th International Workshop on Structural Health Monitoring RIS download Bibtex download
  • Champneys MD & Rogers TJ (2023) APPROXIMATE BAYESIAN MODAL ANALYSIS WITH PARTICLE-SWARM PROPOSALS. UNCECOMP Proceedings RIS download Bibtex download
  • Jones MR & Rogers TJ (2023) CORRELATED GAUSSIAN PROCESS LATENT FORCE MODELS FOR RECOVERING MULTIPLE FORCES. UNCECOMP Proceedings RIS download Bibtex download
  • O’Connell BJ, Champneys MD, Cross EJ & Rogers TJ (2023) A NOVEL VARIATIONAL BAYESIAN APPROACH TO STOCHASTIC SUBSPACE IDENTIFICATION. UNCECOMP Proceedings RIS download Bibtex download
  • Pitchforth DJ, Mills RS, Rogers TJ, Tygesen UT & Cross EJ (2023) Physics-Informed Gaussian Processes for Wave Loading Prediction. Structural Health Monitoring 2023: Designing SHM for Sustainability, Maintainability, and Reliability - Proceedings of the 14th International Workshop on Structural Health Monitoring (pp 2205-2214) RIS download Bibtex download
  • Jones MR & Rogers TJ (2023) . Proceedings of the 5th International Conference on Uncertainty Quantification in Computational Sciences and Engineering (UNCECOMP 2019) (pp 1-10), 12 June 2023 - 14 June 2023. RIS download Bibtex download
  • Champneys MD & Rogers TJ (2023) . Proceedings of the 5th International Conference on Uncertainty Quantification in Computational Sciences and Engineering (UNCECOMP 2019) (pp 621-632), 12 June 2023 - 14 June 2023. RIS download Bibtex download
  • Gibson SJ, Rogers TJ & Cross EJ (2023) (pp 472-481) RIS download Bibtex download
  • Haywood-Alexander M, Dervilis N, Worden K & Rogers TJ (2023) (pp 139-149) RIS download Bibtex download
  • LINDLEY CA, ROGERS T, DWYER-JOYCE R, DERVILIS N & WORDEN K (2022) . Proceedings of the 13th International Workshop on Structural Health Monitoring RIS download Bibtex download
  • Pitchforth DJ, Rogers TJ, Tygesen UT & Cross EJ (2022) Incorporation of partial physical knowledge within Gaussian processes. Proceedings of ISMA 2022 - International Conference on Noise and Vibration Engineering and USD 2022 - International Conference on Uncertainty in Structural Dynamics (pp 4865-4877) RIS download Bibtex download
  • AlQahtani NA, Rogers TJ & Sims ND (2022) Feedback control of flexible systems using Bayesian filtering. Proceedings of ISMA 2022 - International Conference on Noise and Vibration Engineering and USD 2022 - International Conference on Uncertainty in Structural Dynamics (pp 4999-5010) RIS download Bibtex download
  • Longbottom JD, Cross EJ & Rogers TJ (2022) OUTPUT-ONLY BAYESIAN SEMI-PARAMETRIC IDENTIFICATION OF A NONLINEAR DYNAMIC SYSTEM. 9th IOMAC International Operational Modal Analysis Conference, Proceedings (pp 156-164) RIS download Bibtex download
  • O'Connell BJ, Cross EJ & Rogers TJ (2022) ROBUST PROBABILISTIC CANONICAL CORRELATIONS FOR STOCHASTIC SUBSPACE IDENTIFICATION. 9th IOMAC International Operational Modal Analysis Conference, Proceedings (pp 124-132) RIS download Bibtex download
  • Longbottom JD, Champneys MD, Cross EJ, Tygesen UT & Rogers TJ (2022) Probabilistic numerical integration and sequential Monte Carlo for online identification of nonlinear dynamic systems. Proceedings of ISMA 2022 - International Conference on Noise and Vibration Engineering and USD 2022 - International Conference on Uncertainty in Structural Dynamics (pp 4973-4984) RIS download Bibtex download
  • Jones MR, Rogers TJ, Worden K & Cross EJ (2022) Enhanced uncertainty quantification for acoustic emission localisation. Proceedings of ISMA 2022 - International Conference on Noise and Vibration Engineering and USD 2022 - International Conference on Uncertainty in Structural Dynamics (pp 4890-4903) RIS download Bibtex download
  • Champneys MD, Rogers TJ, Dervilis N & Worden K (2022) On higher-order frequency response functions from kernel-NARX methods. Proceedings of ISMA 2022 - International Conference on Noise and Vibration Engineering and USD 2022 - International Conference on Uncertainty in Structural Dynamics (pp 2301-2315) RIS download Bibtex download
  • Haywood-Alexander M, Dervilis N, Worden K, Ladpli P, Fremmelev MA & Rogers TJ (2022) Bayesian identification of material properties for a fibre-composite plate, via dispersion curves. Proceedings of ISMA 2022 - International Conference on Noise and Vibration Engineering and USD 2022 - International Conference on Uncertainty in Structural Dynamics (pp 1866-1874) RIS download Bibtex download
  • Lindley CA, Jones MR, Rogers TJ, Dwyer-Joyce RS, Dervilis N & Worden K (2022) A nonparametric Bayesian approach for the detection of acoustic emission events in time series signals. Proceedings of ISMA 2022 - International Conference on Noise and Vibration Engineering and USD 2022 - International Conference on Uncertainty in Structural Dynamics (pp 4777-4787) RIS download Bibtex download
  • Brennan DS, Rogers TJ, Cross EJ & Worden K (2022) On quantifying the similarity of structures via a Graph Neural Network for population-based structural health monitoring. Proceedings of ISMA 2022 - International Conference on Noise and Vibration Engineering and USD 2022 - International Conference on Uncertainty in Structural Dynamics (pp 3713-3721) RIS download Bibtex download
  • O'Connell BJ, Cross EJ, Tygesen UT & Rogers TJ (2022) Bayesian canonical correlations for stochastic subspace identification. Proceedings of ISMA 2022 - International Conference on Noise and Vibration Engineering and USD 2022 - International Conference on Uncertainty in Structural Dynamics (pp 4904-4913) RIS download Bibtex download
  • Jones MR, Rogers TJ & Cross EJ (2022) Constraining Gaussian processes for the inclusion of boundary conditions in physics-informed structural health monitoring. International Conference on Structural Health Monitoring of Intelligent Infrastructure: Transferring Research into Practice, SHMII, Vol. 2022-August (pp 445-451) RIS download Bibtex download
  • Pitchforth DJ, Rogers TJ, Tygesen UT & Cross EJ (2022) Physically-informed kernels for wave loading prediction. International Conference on Structural Health Monitoring of Intelligent Infrastructure: Transferring Research into Practice, SHMII, Vol. 2022-August (pp 452-457) RIS download Bibtex download
  • Cross EJ & Rogers TJ (2021) . IFAC-PapersOnLine, Vol. 54(7) (pp 168-173). Padova, Italy, 13 July 2021 - 16 July 2021. RIS download Bibtex download
  • Haywood-Alexander M, Dervilis N, Worden K, Dobie GB & Rogers TJ (2021) . Health Monitoring of Structural and Biological Systems XV, 22 March 2021 - 27 March 2021. RIS download Bibtex download
  • Jones MR, Rogers TJ, Martinez I & Cross EJ (2021) . Health Monitoring of Structural and Biological Systems XV, 22 March 2021 - 27 March 2021. RIS download Bibtex download
  • Cross EJ & Rogers TJ (2021) . IFAC PAPERSONLINE, Vol. 54(7) (pp 168-173) RIS download Bibtex download
  • Rogers TJ, Longbottom JD, Worden K & Cross EJ (2021) Nonlinear Gaussian process latent force models for input estimation in hysteretic systems. UNCECOMP Proceedings, Vol. 2021-June RIS download Bibtex download
  • Haywood-Alexander M, Rogers TJ, Worden K, Barthorpe RJ, Cross EJ & Dervilis N (2020) (pp 109-114) RIS download Bibtex download
  • Haywood-Alexander M, Worden K, Dobie G, Rogers TJ & Dervilis N (2020) Lamb wave mode separation using dispersion curves. Proceedings of ISMA 2020 - International Conference on Noise and Vibration Engineering and USD 2020 - International Conference on Uncertainty in Structural Dynamics (pp 2891-2898) RIS download Bibtex download
  • Gibson S, Rogers TJ & Cross EJ (2020) Data-driven strain prediction models and fatigue damage accumulation. Proceedings of ISMA 2020 - International Conference on Noise and Vibration Engineering and USD 2020 - International Conference on Uncertainty in Structural Dynamics (pp 3667-3675) RIS download Bibtex download
  • Jones MR, Rogers TJ, Gardner P & Cross EJ (2020) Constraining Gaussian processes for grey-box acoustic emission source localisation. Proceedings of ISMA 2020 - International Conference on Noise and Vibration Engineering and USD 2020 - International Conference on Uncertainty in Structural Dynamics (pp 2789-2800) RIS download Bibtex download
  • Friis T, Brincker R & Rogers TJ (2020) On the application of Gaussian process latent force models for Bayesian identification of the Duffing system. Proceedings of ISMA 2020 - International Conference on Noise and Vibration Engineering and USD 2020 - International Conference on Uncertainty in Structural Dynamics (pp 2141-2153) RIS download Bibtex download
  • Hughes AJ, Barthorpe RJ, Gardner P, Wagg DJ, Rogers TJ, Cross EJ & Worden K (2020) On decision-making for adaptive models combining physics and data. Proceedings of ISMA 2020 - International Conference on Noise and Vibration Engineering and USD 2020 - International Conference on Uncertainty in Structural Dynamics (pp 3623-3637) RIS download Bibtex download
  • Tatsis KE, Dertimanis VK, Rogers TJ, Cross EJ, Worden K & Chatzi EN (2020) A spatiotemporal dual Kalman filter for the estimation of states and distributed inputs in dynamical systems. Proceedings of ISMA 2020 - International Conference on Noise and Vibration Engineering and USD 2020 - International Conference on Uncertainty in Structural Dynamics (pp 3591-3597) RIS download Bibtex download
  • Pitchforth DJ, Rogers TJ, Tygesen UT & Cross EJ (2020) A grey-box model for wave loading prediction with uncertainty propagation. Proceedings of ISMA 2020 - International Conference on Noise and Vibration Engineering and USD 2020 - International Conference on Uncertainty in Structural Dynamics (pp 3611-3622) RIS download Bibtex download
  • Rogers TJ, Schön TB, Lindholm A, Worden K & Cross EJ (2019) . Journal of Physics: Conference Series, Vol. 1264. Valpre, Lyon, France, 15 April 2019 - 17 April 2019. RIS download Bibtex download
  • Bull LA, Worden K, Rogers TJ, Wickramarachchi C, Cross EJ, McLeay T, Leahy W & Dervilis N (2019) . Journal of Physics: Conference Series, Vol. 1264. Valpre, Lyon, France, 15 April 2019 - 17 April 2019. RIS download Bibtex download
  • Gardner P, Rogers T, Lord C & Barthorpe R (2019) . Journal of Physics : Conference Series, Vol. 1264(1), 15 April 2019 - 17 April 2019. RIS download Bibtex download
  • Dervilis N, Zhang T, Bull L, Cross EJ, Rogers TJ, Fuentes R, Dertimanis V, Abdallah I, Chatzi E & Worden K (2019) A nonlinear robust outlier detection approach for SHM. 8th IOMAC - International Operational Modal Analysis Conference, Proceedings (pp 107-114) RIS download Bibtex download
  • Scott D, Simpson T, Dervilis N, Rogers T & Worden K (2018) . Journal of Physics: Conference Series, Vol. 1106(1), 2 July 2018 - 4 July 2018. RIS download Bibtex download
  • Rogers TJ, Worden K, Fuentes R, Dervilis N, Tygesen UT & Cross EJ (2018) A semi-supervised bayesian non-parametric approach to damage detection. 9th European Workshop on Structural Health Monitoring, EWSHM 2018 RIS download Bibtex download
  • Rogers TJ, Worden K, Manson G, Tygesen UT & Cross EJ (2018) A Bayesian filtering approach to operational modal analysis with recovery of forcing signals. Proceedings of ISMA 2018 - International Conference on Noise and Vibration Engineering and USD 2018 - International Conference on Uncertainty in Structural Dynamics (pp 5181-5194) RIS download Bibtex download
  • Rogers TJ, Holmes GR, Cross EJ & Worden K (2017) (pp 167-178) RIS download Bibtex download
  • Worden K, Rogers T & Cross EJ (2017) (pp 203-221) RIS download Bibtex download
  • Rogers TJ, Manson G, Worden K & Cross EJ (2017) On the choice of optimisation scheme for Gaussian process hyperparameters in SHM problems. Structural Health Monitoring 2017: Real-Time Material State Awareness and Data-Driven Safety Assurance - Proceedings of the 11th International Workshop on Structural Health Monitoring, IWSHM 2017, Vol. 2 (pp 2103-2111) RIS download Bibtex download
  • Rogers T, Manson G & Worden K (2016) (pp 509-520) RIS download Bibtex download
  • Windus-Smith TR, Worden K & Rogers TJ () . e-Journal of Nondestructive Testing, Vol. 29(7) RIS download Bibtex download
  • ROGERS TJ, WORDEN K, MILLS RS & CROSS EJ () . Structural Health Monitoring 2019, 24 October 2018 - 26 October 2018. RIS download Bibtex download
  • WICKRAMARACHCHI CT, ROGERS TJ, LEAHY W, MCLEAY TE & CROSS EJ () . Structural Health Monitoring 2019, 24 October 2018 - 26 October 2018. RIS download Bibtex download
  • JONES MR, ROGERS TJ, DERVILIS N, WORDEN K & CROSS EJ () . Structural Health Monitoring 2019, 24 October 2018 - 26 October 2018. RIS download Bibtex download
  • CROSS EJ, ROGERS TJ & GIBBONS TJ () . Structural Health Monitoring 2019, 24 October 2018 - 26 October 2018. RIS download Bibtex download
  • HAYWOOD-ALEXANDER M, WORDEN K, BARTHORPE R, FUENTES R, ROGERS T & DERVILIS N () . Structural Health Monitoring 2019, 24 October 2018 - 26 October 2018. RIS download Bibtex download
  • FUENTES R, RAY N, ROGERS TIM, WORDEN K & CROSS EJ () . Structural Health Monitoring 2017, 12 September 2017 - 14 September 2017. RIS download Bibtex download
  • Bull L, Rogers T, Dervilis N, Cross E & Worden K () A Gaussian Process Form for Population-Based Structural Health Monitoring. DAMAS 2019 RIS download Bibtex download

Preprints

  • Hughes AJ, Worden K, Dervilis N & Rogers TJ (2024) Cost-informed dimensionality reduction for structural digital twin technologies, arXiv. RIS download Bibtex download
  • Clarkson DR, Bull LA, Wickramarachchi CT, Cross EJ, Rogers TJ, Worden K, Dervilis N & Hughes AJ (2024) Active learning for regression in engineering populations: A risk-informed approach, arXiv. RIS download Bibtex download
  • O'Connell BJ, Champneys MD & Rogers TJ (2024) , arXiv. RIS download Bibtex download
  • Champneys MD & Rogers TJ (2024) BINDy -- Bayesian identification of nonlinear dynamics with reversible-jump Markov-chain Monte-Carlo. RIS download Bibtex download
  • Kouw WM, Gruijthuijsen C, Blanken L, Evers E & Rogers T (2024) , arXiv. RIS download Bibtex download
  • Wilson J, Champneys MD, Tipuric M, Mills R, Wagg DJ & Rogers TJ (2024) , arXiv. RIS download Bibtex download
  • Champneys MD, Beintema GI, Tóth R, Schoukens M & Rogers TJ (2024) , arXiv. RIS download Bibtex download
  • Longbottom JD, Champneys MD & Rogers TJ (2024) , arXiv. RIS download Bibtex download
  • Clarkson DR, Bull LA, Dardeno TA, Wickramarachchi CT, Cross EJ, Rogers TJ, Worden K, Dervilis N & Hughes AJ (2023) , arXiv. RIS download Bibtex download
  • Haywood-Alexander M, Mills RS, Champneys MD, Jones MR, Bonney MS, Wagg D & Rogers TJ (2023) , arXiv. RIS download Bibtex download
  • Cross EJ, Rogers TJ, Pitchforth DJ, Gibson SJ & Jones MR (2023) , arXiv. RIS download Bibtex download
  • Champneys MD & Rogers TJ (2023) , arXiv. RIS download Bibtex download
  • Lindley CA, Jones MR, Rogers TJ, Cross EJ, Dwyer-Joyce RS, Dervilis N & Worden K (2023) , arXiv. RIS download Bibtex download
  • Mclean JH, Jones MR, O'Connell BJ, Maguire AE & Rogers TJ (2022) , arXiv. RIS download Bibtex download
  • Haywood-Alexander M, Dervilis N, Worden K, Mills RS, Ladpli P & Rogers TJ (2022) , arXiv. RIS download Bibtex download
  • Cross EJ, Gibson SJ, Jones MR, Pitchforth DJ, Zhang S & Rogers TJ (2022) Physics-informed machine learning for Structural Health Monitoring, arXiv. RIS download Bibtex download
  • Jones MR, Rogers TJ & Cross EJ (2022) , arXiv. RIS download Bibtex download
  • Haywood-Alexander M, Dervilis N, Worden K, Dobie G & Rogers TJ (2022) Informative Bayesian Tools for Damage Localisation by Decomposition of Lamb Wave Signals, arXiv. RIS download Bibtex download
  • Bull LA, Gardner PA, Rogers TJ, Dervilis N, Cross EJ, Papatheou E, Maguire AE, Campos C & Worden K (2021) Bayesian Modelling of Multivalued Power Curves from an Operational Wind Farm, arXiv. RIS download Bibtex download
  • Pitchforth DJ, Rogers TJ, Tygesen UT & Cross EJ (2021) Grey-box models for wave loading prediction, arXiv. RIS download Bibtex download
  • Bull LA, Gardner P, Rogers TJ, Cross EJ, Dervilis N & Worden K (2021) Probabilistic Inference for Structural Health Monitoring: New Modes of Learning from Data, arXiv. RIS download Bibtex download
  • Haywood-Alexander M, Dervilis N, Worden K, Cross EJ, Mills RS & Rogers TJ (2021) Structured Machine Learning Tools for Modelling Characteristics of Guided Waves, arXiv. RIS download Bibtex download
  • Haywood-Alexander M, Dervilis N, Worden K, Mills RS & Rogers TJ () . RIS download Bibtex download