Items where authors include "Chatzi, E."

Article

Simpson, T., Vlachas, K., Garland, A. et al. (2 more authors) (2024) VpROM: a novel variational autoencoder-boosted reduced order model for the treatment of parametric dependencies in nonlinear systems. Scientific Reports, 14 (1). 6091. ISSN 2045-2322

Simpson, T., Dervilis, N. orcid.org/0000-0002-5712-7323, Couturier, P. et al. (2 more authors) (2023) Reduced order modeling of non-linear monopile dynamics via an AE-LSTM scheme. Frontiers in Energy Research, 11. 1128201. ISSN 2296-598X

Simpson, T., Dervilis, N. orcid.org/0000-0002-5712-7323 and Chatzi, E. (2021) Machine learning approach to model order reduction of nonlinear systems via autoencoder and LSTM networks. Journal of Engineering Mechanics, 147 (10). 04021061. ISSN 0733-9399

Tsialiamanis, G., Mylonas, C., Chatzi, E. et al. (3 more authors) (2021) Foundations of population-based SHM, Part IV : the geometry of spaces of structures and their feature spaces. Mechanical Systems and Signal Processing, 157. 107692. ISSN 0888-3270

Proceedings Paper

Simpson, T., Dervilis, N. orcid.org/0000-0002-5712-7323 and Chatzi, E. (2020) On the use of nonlinear normal modes for nonlinear reduced order modelling. In: Papadrakakis, M., Fragiadakis, M. and Papadimitriou, C., (eds.) EURODYN 2020 - XI International Conference on Structural Dynamics, Proceedings. EURODYN 2020 - XI International Conference on Structural Dynamics, 23-26 Nov 2020, Athens, Greece. EASD - European Association for Structural Dynamics , pp. 3865-3877. ISBN 9786188507227

Tsialiamanis, G., Chatzi, E., Dervilis, N. orcid.org/0000-0002-5712-7323 et al. (2 more authors) (2020) An application of generative adversarial networks in structural health monitoring. In: Papadrakakis, M., Fragiadakis, M. and Papadimitriou, C., (eds.) EURODYN 2020: Proceedings of the XI International Conference on Structural Dynamics. EURODYN 2020: XI International Conference on Structural Dynamics, 23-26 Nov 2020, Athens, Greece. European Association for Structural Dynamics (EASD) , pp. 3816-3831. ISBN 9786188507227

Dervilis, N. orcid.org/0000-0002-5712-7323, Zhang, T., Bull, L. et al. (7 more authors) (2019) A nonlinear robust outlier detection approach for SHM. In: Amador, S.D.R., Brincker, R., Katsanos, E.I., Aenlle, M.L. and Fernández, P., (eds.) Proceedings of 8th International Operational Modal Analysis Conference (IOMAC 2019). 8th International Operational Modal Analysis Conference (IOMAC 2019), 13-15 May 2019, Copenhagen, Denmark. International Operational Modal Analysis Conference (IOMAC) , pp. 107-114. ISBN 9781510888333