Publications

ROSEHIPS Publications

Journal Publications

Bull, Lawrence A. , Imad Abdallah, Charilaos Mylonas, Luis David Avendaño-Valencia, Konstantinos Tatsis, Paul Gardner, Timothy J. Rogers, Daniel S. Brennan, Elizabeth J. Cross, Keith Worden, Andrew B. Duncan, Nikolaos Dervilis, Mark Girolami, Eleni Chatzi (2022). Data-Centric Monitoring of Wind Farms: Combining Sources of Information. CRC book chapter LINK
Brennan DS, Gosliga J, Gardner P, Mills RS, Worden K. (2022). On the application of population-based structural health monitoring in aerospace engineering LINK
Ferguson A, Woods R, Hester D. (2022). Detecting Vehicle Loading Events in Bridge Rotation Data Measured with Multi-Axial Accelerometers. Sensors, LINK
Wang M, Kei Ao W, Bownjohn J, Xu F. (2022). Completely non-contact modal testing of full-scale bridge in challenging conditions using vision sensing systems. Engineering Structures LINK
Poole J, Gardner P, Dervilis N, Bull L, Worden K. (2023) On statistic alignment for domain adaptation in structural health monitoring. Structural Health Monitoring. 2023;22(3):1581-1600.LINK
Gkoumas, Konstantinos; Galassi, Maria Cristina; Allaix, Diego; Anthonine, A; Argyroudis, Sotiris; Baldini, Gianmarco; Benedetti, Lorenzo; Bono, Flavio; Brownjohn, James; Caetano, Elsa; (2023). Indirect structural health monitoring (iSHM) of transport infrastructure in the digital age. MITICA (Monitoring Transport Infrastructures with Connected and Automated vehicles) workshop report.LINK
Dardeno, T.A., Mills, R.S., Dervilis, N., Worden, K. and Bull, L.A., (2023). On the hierarchical Bayesian modelling of frequency response functions. MSSP LINK
Duffin, Connor; Branson, Paul; Rayson, Matt; Girolami, Mark; Cripps, Edward; Stemler, Thomas; (2023). Exploring Model Misspecification in Statistical Finite Elements via Shallow Water Equations LINK
Bunce, Andrew, David Hester, Su Taylor, James Brownjohn, Farhad Huseynov, Yan Xu, (2023) A robust approach to calculating bridge displacements from unfiltered accelerations for highway and railway bridges, Mechanical Systems and Signal Processing, Volume 200, 2023, 110554, ISSN 0888-3270, LINK
O’Higgins, C.; Hester, D.; McGetrick, P.; Cross, E.J.; Ao, W.K.; Brownjohn, J. (2023) Minimal Information Data-Modelling (MID) and an Easily Implementable Low-Cost SHM System for Use on a Short-Span Bridge. Sensors 2023, 23, 6328. LINK
Stihi, Alexandru , Timothy J. Rogers, Claudia Mazza, Elizabeth J. Cross (2023). On gait consistency quantification through ARX residual modelling and kernel two-sample testing. IEEE Transactions on Biomedical Engineering, LINK
Bull L, Jeon C, Girolami M, Duncan A, Schooling J, Haro M. Towards Multilevel Modelling of train passing events on the Staffordshire bridge LINK
Clarkson D, Bull L, Dardeno T, Wickramarachchi C, Cross E, Rogers T, . Hughes A. (2023). Sharing Information Between Machine Tools to Improve Surface Finish Forecasting. LINK
Papatheou E., Tatsis K., Agathos K., Haywood-Alexander M., Dervilis N., Worden K. (2023). On the Use of Model-Based Versus Data-Based Approaches for Virtual Sensing in SHM. LINK
Tsialiamanis G, Dervilis N, Wagg D, Worden K. (2023). Towards a population-informed approach to the definition of data-driven models for structural dynamics. Mechanical Systems and Signal Processing, LINK
Tsialiamanis G, Dervilis N, Wagg D, Worden K. (2023). A Meta-Learning Approach to Population-Based Modelling of Structures. Data Science in Engineering, LINK
Worden K, Tsialiamanis G, Cross E, Rogers T. (2023). Artificial Neural Networks. Machine Learning in Modeling and Simulation - Methods and Applications (pp. 85-119). LINK
O’Higgins, C., Hester, D., Ao, W. K., & McGetrick, P. (2024). A method to maximise the information obtained from low signal-to-noise acceleration data by optimising SSI-COV input parameters. Journal of Sound and Vibration, 571, 118101. LINK
Bull, Lawrence A. , Matthew R. Jones, Elizabeth J. Cross, Andrew Duncan, Mark Girolami (2023). Encoding Domain Expertise into Multilevel Models for Source Location ArXiv LINK
Wang, M.; Xu, F.; Koo, K.; Wang, P (2024).Real-time displacement measurement for long-span bridges using a compact vision-based system with speed-optimized template matching. Computer-Aided Civil and Infrastructure Engineering. LINK
Hughes, A.J., Poole, J., Dervilis, N., Gardner, P. and Worden, K., (2023). A decision framework for selecting information-transfer strategies in population-based SHM. arXiv preprint LINK
Battu R, Agathos K, Londono-Monsalve J, Worden K, Papatheou E. (2024). Combining Transfer Learning and Numerical Modelling to Deal with the Lack of Training Data in Data-Based SHM. LINK
Tsialiamanis G, Sbarufatti C, Dervilis N, Worden K. (2024). On a meta-learning population-based approach to damage prognosis. Mechanical Systems and Signal Processing LINK
Ferguson A, O’Higgins C, Hester D, Woods R. (2024). Sampling methods based on expected traffic-volume information for long-term rotation-based bridge SHM in resource-constrained environments. Mechanical Systems and Signal Processing
Connor O'Higgins, David Hester, Wai Kei Ao, Patrick McGetrick. ‘A method to maximise the information obtained from low signal-to-noise acceleration data by optimising SSI-COV input parameters’, Journal of Sound and Vibration, Volume 571, 2024, LINK
Bunce A, D. S. Brennan, A. Ferguson, C. O'Higgins, S. Taylor, E. J. Cross, K. Worden, J. Brownjohn, D. Hester. ‘On population-based structural health monitoring for bridges: Comparing similarity metrics and dynamic responses between sets of bridges’, Mechanical Systems and Signal Processing, Volume 216, 2024, LINK

ROSEHIPS Publications

Book Publications

Bull, L.A., Abdallah, I., Mylonas, C., Avendaño-Valencia, L.D., Tatsis, K., Gardner, P., Rogers, T.J., Brennan, D.S., Cross, E.J., Worden, K., Duncan, A.B., Dervilis, N., Girolami, M., Chatzi, E., 2023. Data-Centric Monitoring of Wind Farms, in: Data Driven Methods for Civil Structural Health Monitoring and Resilience. CRC Press, Boca Raton, pp. 120–180. https://doi.org/10.1201/9781003306924-6
Gkoumas, K., Galassi, M.C., Allaix, D., Anthonine, A., Argyroudis, S., Baldini, G., Benedetti, L., Bono, F., Brownjohn, J., Caetano, E. and Camata, G., 2023. Indirect structural health monitoring (iSHM) of transport infrastructure in the digital age. MITICA (Monitoring Transport Infrastructures with Connected and Automated vehicles) workshop report.
Bunce, A. D. Hester, S. Taylor, J. Brownjohn, F. Huseynov, and Y. Xu, “A robust approach to calculating bridge displacements from unfiltered accelerations for highway and railway bridges,” Mech Syst Signal Process, vol. 200, p. 110554, Oct. 2023, doi: 10.1016/j.ymssp.2023.110554.

ROSEHIPS Publications

Conference Proceedings

Dardeno (T.A.), Gardner (P.A.), Bull (L.A.), Dervilis (N.) & Worden (K.). Investigating experimental repeatability and feature consistency in vibration-based SHM. IWSHM22. 15-17 Mar 2022, Stanford, CA, USA
Dardeno (T.A.), Haywood-Alexander (M.), MIlls (R.S.), Gardner (P.A.), Bull (L.A.), Dervilis (N.) & Worden (K.). Investigating the effects of ambient temperature on feature consistency in vibration-based SHM. IWSHM22. 15-17 Mar 2022, Stanford, CA, USA
Poole (J.), Gardner (P.A.), Dervilis (N.), Bull (L.A.) & Worden (K.). On normalisation for domain adaptation in population-based structural health monitoring. IWSHM22. 15-17 Mar 2022, Stanford, CA, USA
Wickramarachchi (C.T.), Gosliga (J.), Cross (E.J.) & Worden (K.). On the use of graph kernels for assessing similarity of structures in population-based structural health monitoring. EWSHM22. 4-7 Jul 2022, Palermo, Sicily.
Delo (G.), Bunce (A.), Cross (E.J.), Gosliga (J.), Hester (D.), Surace (C.), Worden (K.) & Brennan (D.S.) . When is a bridge not an aeroplane? Part II: A population of real structures. EWSHM22. 4-7 Jul 2022, Palermo, Sicily.
Poole (J.), Gardner (P.A.), Dervilis (N.), Bull (L.A.) & Worden (K.) . A comparison of kernel and deep domain adaptation methods for SHM. ISMA/USD30. 5 Sep 2022, KU Leuven, Belgium
Hughes (A.G.), Bull (L.A.), Gardner (P.A.), Dervilis (N.) & Worden (K.) . Semi-supervised risk-based active learning using inspection and maintenance information. ISMA/USD30. 5 Sep 2022, KU Leuven, Belgium
Brennan, Daniel S. , Timothy J. Rogers, Elizabeth J. Cross, Keith Worden. On Quantifying the Similarity of Structures via a Graph Neural Network for Population-based Structural Health Monitoring ISMA 2022. 12-14 Sep 2022, KU Leuven, Belgium
Zhu, Zuo , Siu-Kui Au. Full-scale dynamic testing and modal identification of structures. APCFS/SIF 2022. 6-9 Dec 2022, Adelaide, Australia
Brennan, Daniel S. Timothy J. Rogers, Elizabeth J. Cross, Keith Worden. Calculating Structure Similarity via a Graph Neural Network in Population-based Structural Health Monitoring: Part II IMAC 2023 . 13-16 Feb 2023, Austin, Texas, USA
Hughes, Aidan J. , Paul Gardner, Keith Worden. Towards risk-informed PBSHM: Populations as hierarchical systems IMAC 2023 . 13-16 Feb 2023, Austin, Texas, USA arXiv preprint arXiv:2303.13533
Poole, Jack, Paul Gardner, Jacques Mclean, Tim Rogers, Nikolaos Dervilis, Keith Worden. On negative transfer for transfer learning in dynamics IMAC 2023 . 13-16 Feb 2023, Austin, Texas, USA
Poole (J.), Gardner (P.), Dervilis (N.), Mclean (J.H.), Rogers (T.J.) & Worden (K.) . A move towards physics-based metrics for transfer learning in dynamics. IMAC-XLI . 13-16 Feb 2023, Austin, Texas, USA
Bee (S.C.), Papatheou (E.), Haywood-Alexander (M.), Mills (R.S.), Bull (L.A.), Worden (K.) & Dervilis (N.) . Better together: Using multi-task learning to improve feature selection within SHM datasets. IMAC-XLI . 13-16 Feb 2023, Austin, Texas, USA
Dardeno (T.A.), Bull (L.A.), Dervilis (N.) & Worden (K.) . A population form via hierarchical Bayesian modelling of the FRF. IMAC-XLI . 13-16 Feb 2023, Austin, Texas, USA
George Tsialiamanis. The uncertainty in population-based digital twins at UNCECOMP https://2023.uncecomp.org/ UNCECOMP 23. Jun 2023, Athens, Greece
Aidan Hughes. Value of domain knowledge in physics-informed machine learning UNCECOMP 23. Jun 2023, Athens, Greece
Bunce, A., Hester, D., Brennan, Worden, K, Taylor, S . Where is the end of a bridge (model)? EURODYN 2023. 2-5 July 2023, Delft, Netherlands
Dardeno, T.A. , L.A. Bull, R.S. Mills, N. Dervilis, K. Worden.. Hierarchical Bayes for population-based modelling of FRFs with temperature variation EURODYN 2023. 2-5 July 2023, Delft, Netherlands
Vadeboncoeur, Arnaud; Kazlauskaite, Ieva; Papandreou, Yanni; Cirak, Fehmi; Girolami, Mark; Akyildiz, Omer Deniz;. Random grid neural processes for parametric partial differential equations ICML23. 23 -29 Jul 2023, Hawaii
O'Higgins C, Hester D, . Short-term monitoring of an in-service bridge to determine boundary conditions ICASP14 . 9-13 Jul 2023, Dublin
O'Higgins C, Lydon M, Campbell K, Stevens N.A, . New opportunities for bridge management using independent datasets ICASP14 . 9-13 Jul 2023, Dublin
Kent C, Bunce A, O'Higgins C, Hester D, Taylor S, Woods R, . Uncertainty in Bridge Mode Shapes Based on Accelerometer Location ICASP14 . 9-13 Jul 2023, Dublin
Kent C, Bunce A, O'Higgins C, Hester D, Taylor S, Woods R . Uncertainty in Bridge Mode Shapes Based on Accelerometer Location. ICASP14 . 9-13 July 2023, Dublin, Ireland
Dardeno, T.A. , L.A. Bull, R.S. Mills, N. Dervilis, K. Worden. Hierarchical Bayesian modelling of a family of FRFs IWSHM 2023. 12-14 Sep 2023, Stanford, CA, USA
Lawrence A. Bull, Chiho Jeon, Mark Girolami, Andrew Duncan, Jennifer Schooling, Miguel Bravo Haro. Towards Multilevel Modelling of Train Passing Events on the Staffordshire Bridge IWSHM 2023. 12-14 Sep 2023, Stanford, CA, USA
Clarkson, D.R. , L.A.Bull, T.A. Dardeno, C.T. Wickramarachchi, E.J. Cross, T.J. Rogers, K. Worden, N. Dervilis, A.J. Hughes. Sharing Information Between Machine Tools to Improve Surface Finish Forecasting IWSHM 2023. 12-14 Sep 2023, Stanford, CA, USA https://arxiv.org/abs/2310.05807
O’Higgins C., Kent C., Hester D., & Taylor S.. Validation of data for use in civil infrastructure big data applications IWSHM 2023. 12-14 Sep 2023, Stanford, CA, USA
Delo, Giulia , Cecilia Surace, Keith Worden, Daniel S Brennan. On the influence of structural attributes for assessing similarity in population-based Structural Health Monitoring. IWSHM 2023. 12-14 Sep 2023, Stanford, CA, USA
Ferguson, A. J. , D. Brennan, D. Hester, and R. Woods,. Embedded sensor system architecture for population-based structural health monitoring IWSHM 2023. 12-14 Sep 2023, Stanford, CA, USA
Smith, S.M. , A.j. Hughes, T.A. Dardeno, L.A. Bull, N. Dervilis, K. Worden. Anomaly Detection in Offshore Wind Turbine Structures using Hierarchical Bayesian Modelling IWSHM 2023. 12-14 Sep 2023, Stanford, CA, USA https://arxiv.org/abs/2402.19295
Papatheou, E, K. Tatsis, K. Agathos, M. Haywood-Alexander, N. Dervilis, K. Worden. On the use of model-based versus data-based approaches for virtual sensing in SHM IWSHM 2023. 12-14 Sep 2023, Stanford, CA, USA
Bee, S., Bull, L., Dervilis, N. and Worden, K., 2023. When is an SHM problem a Multi-Task-Learning problem? IWSHM 2023. Sep 2023, Stanford, CA, USA https://doi.org/10.48550/arXiv.2305.09425
Hughes, Aidan J; Poole, Jack; Dervilis, Nikolaos; Gardner, Paul; Worden, Keith;. A decision framework for selecting information-transfer strategies in population-based SHM IWSHM 2023. Sep 2023, Stanford, CA, USA https://arxiv.org/abs/2307.06978
Lindley C.A., Jones M.R., Dardeno T.A., Mills R.S., Dervilis N., Worden K.. Acoustic Emission Source Location Using Bayesian Optimisation for a Composite Helicopter Blade. Proceeding Structural Health Monitoring 2023 IWSHM 2023. Sep 2023, Stanford, CA, USA
O’Higgins C., Kent C., Hester D., & Taylor S.. Validation of data for use in civil infrastructure big data applications IWSHM 2023. 12-14 Sep 2023, Stanford
Koo, K.Y.. GPS Time-synchronised Acceleration Sensor nodes SHMII-12 . Oct 2023, Hangzhou, China
Wang, M, K.Y. Koo. Time-synchronisation strategies for Raspberry Pi-based computer vision displacement systems SHMII-12 . Oct 2023, Hangzhou, China
Zhu Zuo, Au Siu-Kui , Brownjohn James. Bayesian operational modal analysis with multiple setups and multiple (possibly close) modes. SHMII-12. 19-22 Oct 2023, Hangzhou
Kent Connor . Expanding IE Model Applications with Real-World Case Studies of Bridge Structures. IMAC 2024. 29 Jan 2024, Orlando, FL, USA
Dardeno (T.A.), Bull (L.A.), Dervilis (N.) & Worden (K.). Decoupling nonlinear normal modes using normalising flows IMAC 2024. 29 Jan 2024, Orlando, FL, USA
Hughes, Aidan J; Poole, Jack; Dervilis, Nikolaos; Gardner, Paul; Worden, Keith;. Quantifying the value of information transfer in population-based SHM IMAC 2024. Feb 2024, Orlando, FL, USA https://arxiv.org/abs/2311.03083
Zhu Zuo, Wang Miaomin . Operational modal analysis of a footbridge by a Bayesian method IOMAC 2024. 21 May 2024, Naples
Clarkson, D.R. , L.A.Bull, T.A. Dardeno, C.T. Wickramarachchi, E.J. Cross, T.J. Rogers, K. Worden, N. Dervilis, A.J. Hughes. A spin on risk-based active learning for regression EWSHM 2024. 10 Jun 2024, Germany
O’Higgins Connor, Dan Brennan. Incorporating specialist engineering knowledge into IE models to facilitate enhanced SHM-based transfer learning within PBSHM EWSHM 2024. 10 Jun 2024, Germany
O’Higgins Connor. Converting Finite Element Models to Irreducible Element Models for use in Population-Based Structural Health Monitoring IABMAS 2024. 24 Jun 2024, Copenhagen
Kent C., O’Higgins C., Hester D., Brennan D. S., Zhu Z, Taylor S. E., Woods R. Expanding IE Model Applications with Real-World Case Studies of Bridge Structures IMAC 2024. Feb 2024, Orlando, FL, USA
Delo, G., Brennan, D.S., Surace, C., Worden, K.. On the Influence of Structural Attributes for Transferring Knowledge in Population-Based Structural Health Monitoring IMAC 2024. 29 Jan 2024, Orlando, FL, USA
Kent Connor. Transfer Learning for use in the Management of Civil Infrastructure IABMAS 2024. 24 Jun 2024, Copenhagen
Dardeno T.A. , L.A. Bull, N. Dervilis, and K. Worden, Transfer learning via intermediate structures, 11th European Workshop on Structural Health Monitoring (EWSHM 2024), Potsdam, Germany, June 2024. Accepted Proceedings paper
Brennan D. S., Hester D., Worden K., O'Higgins C. ‘Incorporating specialist engineering knowledge into Irreducible Element models.’ The European Workshop on Structural Health Monitoring 2024, 10th - 13th June 2024, Potsdam, Germany
McCulloch, J., Gowdridge, T., Worden, K., Brennan, D. S., 2024. An Implementation of a Generalised Irreducible Element Model Builder for use within a Population- based Framework. Presented at the European Workshop on Structural Health Monitoring.. An Implementation of a Generalised Irreducible Element Model Builder for use within a Population- based Framework EWSHM 2024. 10 Jun 2024, Germany
Brennan D. S., Kent C., Hester D., Worden K., O'Higgins C. ‘Expanding Irreducible Element models: beams and composites’. The European Workshop on Structural Health Monitoring 2024, 10th - 13th June 2024, Potsdam, Germany
Gowdridge T., McCulloch J., Poole J., Rogers T., Worden K., Brennan D.S . Embedding an Initial Transfer-Learning Technology within a Population-Based SHM Framework EWSHM 2024. 10 Jun 2024, Germany
Hughes A.J. , G. Delo, J. Poole, N. Dervilis, K. Worden, Quantifying the value of positive transfer: An experimental case study, in Proceedings of the 11th European Workshop on Structural Health Monitoring, Potsdam, Germany, 2024.

Humber Bridge

The Humber Bridge is an iconic landmark for the region.

It is a feat of modern British engineering and is a Grade 1 listed structure.

It was officially opened by Her Majesty the Queen on 17th July 1981.

Castle Dawson

Delivered by the Department for Infrastructure the A6 Dualling Scheme upgrades 14.7 kilometres of Transport Corridor between Randalstown and Castledawson. The flagship investment strengthens the links between Belfast and Derry/ Londonderry.

Keppel Bridge

The Keppel Bay Bridge is the longest cable-stayed bridge in Singapore along Keppel Bay Vista, spanning 250 metres across the strait linking the private Keppel Island to mainland. The bridge was officially opened on 3 January 2008 by the sixth President of Singapore

Langawi Skybridge

Langkawi Sky Bridge is a 125-metre (410 ft) curved pedestrian cable-stayed bridge in Malaysia, completed in 2005 The bridge deck is 660 metres (2,170 ft) above sea level at the peak of Gunung Mat Cincang on Pulau Langkawi,