Artificial neural networks K Worden, G Tsialiamanis, EJ Cross, TJ Rogers Machine Learning in Modeling and Simulation: Methods and Applications, 85-119, 2023 | 48 | 2023 |
Foundations of population-based SHM, Part IV: The geometry of spaces of structures and their feature spaces G Tsialiamanis, C Mylonas, E Chatzi, N Dervilis, DJ Wagg, K Worden Mechanical Systems and Signal Processing 157, 107692, 2021 | 32 | 2021 |
On the application of generative adversarial networks for nonlinear modal analysis G Tsialiamanis, MD Champneys, N Dervilis, DJ Wagg, K Worden Mechanical Systems and Signal Processing 166, 108473, 2022 | 21 | 2022 |
On generative models as the basis for digital twins G Tsialiamanis, DJ Wagg, N Dervilis, K Worden Data-Centric Engineering 2, e11, 2021 | 15 | 2021 |
Bayesian graph neural networks for strain-based crack localization C Mylonas, G Tsialiamanis, K Worden, EN Chatzi Data Science in Engineering, Volume 9: Proceedings of the 39th IMAC, A …, 2022 | 8 | 2022 |
On partitioning of an SHM problem and parallels with transfer learning GP Tsialiamanis, DJ Wagg, PA Gardner, N Dervilis, K Worden Topics in Modal Analysis & Testing, Volume 8: Proceedings of the 38th IMAC …, 2021 | 8 | 2021 |
On the use of variational autoencoders for nonlinear modal analysis T Simpson, G Tsialiamanis, N Dervilis, K Worden, E Chatzi Nonlinear Structures & Systems, Volume 1: Proceedings of the 40th IMAC, A …, 2012 | 8 | 2012 |
On an application of graph neural networks in population-based shm G Tsialiamanis, C Mylonas, EN Chatzi, DJ Wagg, N Dervilis, K Worden Data Science in Engineering, Volume 9: Proceedings of the 39th IMAC, A …, 2022 | 5 | 2022 |
An application of generative adversarial networks in structural health monitoring G Tsialiamanis, E Chatzi, N Dervilis, D Wagg, K Worden EURODYN 2020: Proceedings of the XI International Conference on Structural …, 2020 | 5 | 2020 |
On the dynamic properties of statistically-independent nonlinear normal modes MD Champneys, G Tsialiamanis, TJ Rogers, N Dervilis, K Worden Mechanical Systems and Signal Processing 181, 109510, 2022 | 4 | 2022 |
An ontological approach to structural health monitoring GP Tsialiamanis, DJ Wagg, I Antoniadou, K Worden Topics in Modal Analysis & Testing, Volume 8: Proceedings of the 38th IMAC …, 2021 | 3 | 2021 |
On a meta-learning population-based approach to damage prognosis G Tsialiamanis, C Sbarufatti, N Dervilis, K Worden Mechanical Systems and Signal Processing 209, 111119, 2024 | 2 | 2024 |
On generating parametrised structural data using conditional generative adversarial networks G Tsialiamanis, DJ Wagg, N Dervilis, K Worden Data Science in Engineering, Volume 9: Proceedings of the 39th IMAC, A …, 2022 | 2 | 2022 |
Towards a population-informed approach to the definition of data-driven models for structural dynamics G Tsialiamanis, N Dervilis, DJ Wagg, K Worden Mechanical Systems and Signal Processing 200, 110581, 2023 | 1 | 2023 |
A Meta-Learning Approach to Population-Based Modelling of Structures G Tsialiamanis, N Dervilis, DJ Wagg, K Worden Society for Experimental Mechanics Annual Conference and Exposition, 63-71, 2023 | | 2023 |
On the Detection and Quantification of Nonlinearity via Statistics of the Gradients of a Black-Box Model G Tsialiamanis, CR Farrar Society for Experimental Mechanics Annual Conference and Exposition, 1-9, 2023 | | 2023 |
On an Application of Generative Adversarial Networks on Remaining Lifetime Estimation G Tsialiamanis, D Wagg, N Dervilis, K Worden arXiv preprint arXiv:2208.08666, 2022 | | 2022 |
On Modelling Statistically Independent Nonlinear Normal Modes with Gaussian Process NARX Models MD Champneys, G Tsialiamanis, TJ Rogers, N Dervilis, K Worden Nonlinear Structures & Systems, Volume 1: Proceedings of the 40th IMAC, A …, 2022 | | 2022 |
A data-driven approach to modelling structures G Tsialiamanis University of Sheffield, 2022 | | 2022 |
A neat approach to structural health monitoring G Tsialiamanis, DJ Wagg, N Dervilis, K Worden EURODYN 2020: Proceedings of the XI International Conference on Structural …, 2020 | | 2020 |