Deliverables Documents, reports (15) Final science report WP4 Final science report for WP4 Final science report WP3 Final science report for WP3 Mid-term science report WP4 Mid-term science report for WP4 Final science report WP5 Final science report for WP5 Initial findings report WP5 Initial findings report for WP5 Mid-term science report WP2 Mid-term science report for WP2 Initial findings report WP4 Initial findings report for WP4 Mid-term science report WP5 Mid-term science report for WP5 Final science report WP2 Final science report for WP2 Initial findings report WP3 Initial findings report for WP3 Initial findings report WP1 Report containing the initial findings of WP1 Mid-term science report WP1 Mid-term science report for WP1 Initial findings report WP2 Initial findings report for WP2 Mid-term science report WP3 Mid-term science report for WP3 Final science report WP1 Final science report for WP1 Other (4) Launch network website Advertise for ESRs First training week Workshop 1 Open Research Data Pilot (1) Digital data management plan Publications Conference proceedings (95) On the influence of physical sensor placement on the virtualization of wind turbine blades testing Author(s): Vettori, Silvia; Di Lorenzo, Emilio; Peeters, Bart; Chatzi, Eleni; id_orcid0000-0002-6870-240X Published in: Proceedings of the International Conference on Structural Health Monitoring of Intelligent Infrastructure, Issue 2, 2021, Page(s) 703 Publisher: International Society for Structural Health Monitoring of Intelligent Infrastructure (ISHMII) Hierarchical Bayesian Inference for Quantification of Uncertainty in Multi Level Models of Dynamical Systems. Author(s): Xinyu Jia, Published in: ESREL 2021, 2021 Publisher: ESREL 2021 A stochastic real-time hybrid simulation of the seismic response of a magnetorheological damper Author(s): Tsokanas, Nikolaos; id_orcid0000-0001-9388-0593; Stojadinovic, Bozidar; id_orcid0000-0002-1713-1977 Published in: Issue 7, 2020 Publisher: ETH DOI: 10.3929/ethz-b-000462979 Nonparametric Spatial Location Identification of Structural Nonlinearities from Input-Output Data. Author(s): Giancarlo Kosova Published in: EURODYN 2020, Issue 023-25/11/2020, 2020 Publisher: EURODYN A NEAT approach to structural health monitoring. Author(s): Giorgos Tsialiamanis Published in: EURODYN 2020, Issue 23-26/11/2020, 2020 Publisher: EURODYN Measurement of Acoustic Emission using Ti3C2-MXene Films. Author(s): Shreyas Srivatsa Published in: MRS Spring Symposium 2021, 2021 Publisher: MRS Stability and reflection/transmission analysis of a dynamic hybrid coupling scheme for elastic wave propagation. Author(s): Siddhesh Raorane Published in: 11th International Conference on Computational Methods, 2020 Publisher: ICCM Hierarchical Bayesian Modelling Frameworks for Model Updating and ResponsePredictions Author(s): Xinyu Jia Published in: EMI 2021, Issue EMI 2021 25-28/5/2021, 2021 Publisher: EMI On the quantification of structural uncertainties of blades and their effect on wind turbine loads. Author(s): Paulo Henrique Gonzaga Published in: ISMA 2020, Issue 7-9/09/2020, 2020 Publisher: ISMA A modelling approach to damage initiation and propagation from manufacturing defects in wind turbine blades. Author(s): Iñigo Urcelay Oca Published in: Wind Energy Science Conference 2021 25-28/05/2021, 2021 Publisher: Wind Energy Science Low-Temperature and Magnetoresistance Behavior of Ti3C2-MXene for Sensing Applications Author(s): Shreyas Srivatsa Published in: MRS Fall Symposium 2021, Issue MRS Fall Symposium 2021 29/11-02/12/2021, 2021 Publisher: MRS Hybrid Modelling of Elastic Wave Propagation: Domain Coupling and Stability. Author(s): Siddhesh Raorane Published in: IWSHM 2019, Issue 10-12/09/2019, 2019 Publisher: IWSHM DOI: 10.12783/shm2019/32199 Uncertainty quantification framework for structural model of wind turbine blade Author(s): Paulo Henrique Gonzaga Published in: EURODYN 2020 23-26/11/2020, Issue EURODYN 2020 23-26/11/2020, 2020 Publisher: EURODYN BCS Based Evolutionary Power Spectrum Estimation for Incomplete Process Record Author(s): Sebastian Kruse,s. Published in: EURODYN 2020, 2020 Publisher: EURODYN 2020 Data Fusion in Bayesian Compressive Sensing based Evolutionary Power Spectrum Estimation. Author(s): Sebastian Kruse Published in: COSSAR 2021 21-25/6/2021, Issue 21-25/6/2021, 2021 Publisher: COSSAR Multiscale Mechanical Modeling of MXene Nanocomposites for Quasi-Static and Dynamic Loads Author(s): Shreyas Srivatsa Published in: EURODYN 2020, Issue 23-25/11/2020, 2020 Publisher: EURODYN An application of generative adversarial networks for damage prognosis. Author(s): Giorgos Tsialiamanis, Published in: IWSHM 202, 2021 Publisher: IWSHM 2021 On the quantification of structural uncertainties of blades and their effect on wind turbine loads. Author(s): Paulo Henrique Gonzaga Published in: ISMA 2020, 2020 Publisher: ISMA 2020 A harmonic wavelets based analysis for the response determination of linear and nonlinear MDOF structural systems with singular matrices Author(s): George Pasparakis Published in: CIVIL-COMP, Issue 16-19/9/2019, 2019 Publisher: CIVIL-COMP On the application of generative adversarial networks for nonlinear modal analysis Author(s): Giorgos Tsialiamanis Published in: IMAC XL 7-10/2/2022, Issue IMAC XL 7-10/2/2022, 2022 Publisher: IMAC Development and validation of data processing techniques for aircraft Ground Vibration Testing Author(s): Silvia Vettori Published in: 37th IMAC, Issue 28-31/01/2019, 2019 Publisher: IMAC Measurement of Acoustic Emission using Ti3C2-MXene Films Author(s): Shreyas Srivatsa Published in: MRS Spring Symposium 2021 17-23/4/2021, 2021 Publisher: MRS Hierarchical Bayesian model updating for nonlinear structures using response time histories Author(s): Xinyu Jia, Published in: 39th IMAC, 2021 Publisher: 39th IMAC DOI: 10.1007/978-3-030-77348-9_14 Predicting uncertainties in dynamic response of a welded structure due to the welded joint Author(s): Atmaram Muraleedharan Published in: 39th IMAC 8-11/2/2021, Issue 39th IMAC 8-11/2/2021, 2021 Publisher: 39th IMAC Nonlinear System Identification of a Jointed Structure Using Full-Field Data: Part II Analysis. Author(s): Giancarlo Kosova Published in: 38th IMAC, Issue 10-13/2/2020, 2020 Publisher: IMAC KALMAN-BASED COUPLED RESPONSE-INPUT ESTIMATION DURING ENVIRONMENTAL TESTS ON THE BOX ASSEMBLY WITH REMOVABLE COMPONENT STRUCTURE Author(s): Silvia Vettori; Emilio Di Lorenzo; Bart Peeters; Eleni Chatzi Published in: EURODYN 2020. Proceedings of the XI International Conference on Structural Dynamics, Issue 13, 2020 Publisher: EASD Procedia. DOI: 10.47964/1120.9316.19499 A Review of Uncertainty Quantification Methods in Wind Turbine Systems Author(s): Paulo Henrique Gonzaga, . Published in: IWSHM 2019, Issue 10-12/09/2019, 2019 Publisher: IWSHM Optimal Experimental Design for Parameter Estimation of Nonlinear Models Author(s): Tulay Ercan, . UNCECOMP 27-30/7/2021 Published in: Issue UNCECOMP 27-30/7/2021, 2021 Publisher: UNCECOMP Design of an Actuation Controller for Physical Substructures in Stochastic Real-Time Hybrid Simulations. Author(s): Nikolaos Tsokanas Published in: 38th IMAC, Issue 10-13/2/2020, 2020 Publisher: IMAC Bayesian Compressive Sensing Based Evolutionary Power Spectrum Estimation for Incomplete Process Records. Author(s): Sebastian Kruse Published in: APSSRA 2020, Issue 5-7/10/2020, 2020 Publisher: APSSRA On partitioning of an SHM problem and parallels with transfer learning. Author(s): Giorgos Tsialiamanis Published in: 38th IMAC, Issue 10-13/2/2020, 2020 Publisher: IMAC An application of Generative Adversarial Networks in structural health monitoring Author(s): Giorgos Tsialiamanis Published in: EURODYN 2020, Issue 23-26/11/2020, 2020 Publisher: EURODYN Nonlinear system identification of a jointed structure using full-field data: Part II Data analysis. Author(s): Giancarlo Kosova Published in: Tribomechadynamics, 2021 Publisher: Tribomechadynamics On Dynamic Substructuring of Systems with Localised Nonlinearities Author(s): Thomas Simpson; Dimitrios Giagopoulos; Vasilis K. Dertimanis; Eleni Chatzi Published in: Conference Proceedings of the Society for Experimental Mechanics Series ISBN: 9783030476298, Issue 6, 2020 Publisher: Society for Experimental Mechanics DOI: 10.1007/978-3-030-47630-4_9 Computationally efficient hierarchical Bayesian modeling framework for learning embedded model uncertainties. Author(s): Xinyu Jia Published in: EURODYN 2020, Issue 23-25/11/2020, 2020 Publisher: EURODYN 2020 23-25/11/2020 On the Implementation of Adaptive Inverse Control to Virtual Transfer Systems Author(s): Thomas Simpson Published in: EURODYN 2020 23-26/11/2020, 2020 Publisher: EURODYN Multiscale Mechanical Modeling of MXene Nanocomposites for Quasi-Static and Dynamic Loads. Author(s): Shreyas Srivatsa Published in: EURODYN 2020, 2020 Publisher: EURODYN Robust Bayesian Optimal sensor placement for model parameter estimation and response predictions. Author(s): Tulay Ercan Published in: EURODYN 2020, 2020 Publisher: EURODYN 2020 Nonlinear system identification of a jointed structure using full-field data: Part II Data analysis. Author(s): Giancarlo Kosova Published in: Tribomechadynamics Conference, Issue 1-2/08/2019, 2019 Publisher: Tribomechadynamics Robust Optimal Sensor Placement for Response Reconstruction Using Output-Only Vibration Measurements. Author(s): Tulay Ercan Published in: ESREL 2019, Issue 22-26/09/2019, 2019 Publisher: ESREL Two-stage hierarchical Bayesian framework for finite element model updating. Author(s): Xinyu Jia Published in: 38th IMAC, Issue 10-13/2/2020, 2020 Publisher: IMAC Optimal Sensor Configuration Design for Vitrual Sensing in a Wind Turbine Blade using Information Theory Author(s): Tulay Ercan Published in: IMAC, Issue 7-10/2/2022, 2022 Publisher: IMAC Nonlinear System Identification of a Jointed Structure Using Full-Field Data: Part II Analysis. 1 Author(s): Giancarlo Kosova Published in: 38th IMAC, 2020 Publisher: 38th IMAC Robust Bayesian Optimal sensor placement for model parameter estimation and response predictions Author(s): Tulay Ercan Published in: EURODYN 2020, Issue 23-25/11/2020, 2020 Publisher: EURODYN An ontological approach to structural health monitoring. Author(s): Giorgos Tsialiamanis Published in: 38th IMAC, Issue 10-13/2/2020, 2020 Publisher: IMAC Predicting uncertainties in dynamic response of a welded structure due to the welded joint. Author(s): Atmaram Muraleedharan Published in: 39th IMAC, Issue 8-11/2/2021, 2020 Publisher: IMAC Stability and artificial reflections across scales in multi-scale dynamic schemes for elastic wave propagation. Author(s): Siddhesh Raorane Published in: NAFEMS Eastern European Virtual Conference, Issue 23-24/09/2020, 2020 Publisher: NAFEMS On the Potential of Dynamic Substructuring Methods for Model Updating. Author(s): Thomas Simpson Published in: IWSHM 2019, Issue 10-12/09/2019, 2019 Publisher: IWSHM Design of a Controller for Physical Substructures in Stochastic Real-Time Hybrid Simulations Author(s): Tsokanas, Nikolaos; id_orcid0000-0001-9388-0593; Stojadinovic, Bozidar; id_orcid0000-0002-1713-1977 Published in: Book of Abstracts: Engineering Mechanics Institute 2019 Conference, Issue 5, 2020 Publisher: ResearchGate DOI: 10.1007/978-3-030-47638-0_8 Dynamic hybrid coupling of elastic wave propagation: stability analysis Author(s): Siddhesh Raorane Published in: EURODYN 2020, Issue 23-25/11/2020, 2020 Publisher: EURODYN Experimental Mechanics of Pure MXene and MXene/Polymer Nanocomposites . Author(s): Shreyas Srivatsa Published in: Material Research Society Fall Symposium, 2020 Publisher: Material Research Society Hierarchical Bayesian Inference for Quantification of Uncertainty in Multi LevelModels of Dynamical Systems Author(s): Xinyu Jia ESREL 2021 19-23/9/2021 Published in: Issue ESREL 2021 19-23/9/2021, 2021 Publisher: ESREL Dynamic hybrid coupling for elastic wave propagation: reflection and transmission analysis Author(s): Siddhesh Raorane Published in: ISMA 2020, 2020 Publisher: ISMA Bayesian Uncertainty Quantification for Data-Driven Hierarchical Modeling in Structural Dynamics Author(s): Xinyu Jia Published in: 14th WCCM & ECCOMAS Congress, 2021 Publisher: 14th WCCM & ECCOMAS Congress A probabilistic approach towards uncertainty quantification in joined structures. Author(s): Atmaram Muraleedharan Published in: EURODYN 2020, Issue 23-25/11/2020, 2020 Publisher: EURODYN Nonparametric Localization of Structural Nonlinearities from Input-Output Data. Author(s): Giancarlo Kosova Published in: 38th IMAC, Issue 10-13/2/2020, 2020 Publisher: IMAC Wind Field Data Extrapolation Based on Wind Turbine Measurement Records via Compressive Sampling. Author(s): George Pasparakis Published in: EURODYN 2020, Issue 2020 23-26/11/2020, 2020 Publisher: EURODYN Dynamic hybrid coupling of elastic wave propagation: stability analysis. Author(s): Siddhesh Raorane Published in: EURODYN 2020, 2020 Publisher: EURODYN A NEAT approach to structural health monitoring. Author(s): Giorgos Tsialiamanis Published in: EURODYN 2020, 2020 Publisher: EURODYN 2020 Numerical modeling and analysis of acoustic emission crack sources. The 12th International Conference on Computational Methods Author(s): Siddhesh Raorane Published in: Issue ICCM2021 4-8/07/2021, 2021 Publisher: ICCM2021 Three-level verification and validation approach for motorcycle subsystem testing using physical/virtual co-simulation Author(s): Tsokanas, Nikolaos; id_orcid0000-0001-9388-0593; Thielemans, Laurane; Sputh, Bernhard; Pastorino, Roland; Stojadinovic, Bozidar; id_orcid0000-0002-1713-1977 Published in: Issue 7, 2021 Publisher: CC DOI: 10.3929/ethz-b-000473432 On generating parametrised structural data using conditional generative adversarial networks Author(s): Giorgos Tsialiamanis Published in: 39th IMAC 8-11/2/2021, Issue 39th IMAC 8-11/2/2021, 2021 Publisher: IMAC Computationally efficient hierarchical Bayesian modeling framework for learning embedded model uncertainties Author(s): Xinyu Jia Published in: EURODYN 2020, 2020 Publisher: EURODYN 2020 DOI: 10.47964/1120.9317.19651 Identification of Nonlinear Harmonics Shape with Random Excitation Author(s): Giancarlo Kosova Published in: 39th IMAC 8-11/2/2021, Issue 8-11/2/2021, 2021 Publisher: IMAC On an application of graph neural networks in population based SHM Author(s): Giorgos Tsialiamanis Published in: 39th IMAC 8-11/2/2021, 2021 Publisher: IMAC Wind Field Data Extrapolation Based on Wind Turbine Measurement Records via Compressive Sampling. Author(s): George Pasparakis Published in: EURODYN 2020, 2020 Publisher: EURODYN 2020 An application of generative adversarial networks for damage prognosis Author(s): Giorgos Tsialiamanis Published in: IWSHM 2021 07-09/12/2021, 2021 Publisher: IWSHM On the use of Nonlinear Normal Modes for Nonlinear Reduced Order Modelling Author(s): Simpson, Thomas; Dervilis, Nikolaos; Chatzi, Eleni Published in: Issue 12, 2020 Publisher: European Association for Structural Dynamics A probabilistic approach towards uncertainty quantification in joined structures Author(s): Atmaram Muraleedharan Published in: EURODYN 2020, 2020 Publisher: EURODYN 2020 Bayesian Uncertainty Quantification for Data-Driven Hierarchical Modeling in Structural Dynamics Author(s): Xinyu Jia Published in: 14th WCCM & ECCOMAS, Issue 14th WCCM & ECCOMAS Congress 2020 11-15/1/2021, 2021 Publisher: WCCM & ECCOMAS On the Potential of Dynamic Sub-structuring Methods for Model Updating Author(s): THOMAS SIMPSON, VASILIS DERTIMANIS, COSTAS PAPADIMITRIOU, ELENI CHATZI Published in: Structural Health Monitoring 2019, 2019, ISBN 978-1-60595-601-5 Publisher: DEStech Publications, Inc. DOI: 10.12783/shm2019/32500 Numerical and experimental investigations of pure MXene (Ti3C2Tx) film and MXene nanocomposites for structural health monitoring (Conference Presentation) Author(s): Shreyas Srivatsa, Saurabh Kumar, Krzysztof Grabowski, Pavitra Jain, Manjunath M. Nayak, Tadeusz Uhl, Prosenjit Sen Published in: Sensors and Smart Structures Technologies for Civil, Mechanical, and Aerospace Systems 2020, 2020, Page(s) 99, ISBN 9781-510635364 Publisher: SPIE DOI: 10.1117/12.2565041 A virtual sensing approach to operational modal analysis for wind turbine blades Author(s): Vettori, Silvia; Di Lorenzo, Emilio; Peeters, Bart; Chatzi, Eleni; id_orcid0000-0002-6870-240X Published in: International Conference on Noise and Vibration Engineering (ISMA 2020) and International Conference on Uncertainty in Structural Dynamics (USD 2020), Issue 3, 2020 Publisher: Curran DOI: 10.13039/501100000780 Micomechanical Modeling and Estimation of Elastic Properties of Pure MXene Films. Author(s): Shreyas Srivatsa Published in: CM4P 43661, 2019 Publisher: CM4P Bayesian Learning in Multi-Level Modeling of Dynamical Systems using Multi-Level Data Author(s): Xinyu Jia Published in: UNCECOMP 2021 27-30/7/2021, Issue 27-30/7/2021, 2021 Publisher: UNCECOMP Stability and reflection/transmission analysis of a dynamic hybrid coupling scheme for elastic wave propagation. Author(s): Siddhesh Raorane Published in: ICCM2020, Issue 9-12/08/2020, 2020 Publisher: ICCM Virtual Sensing for Wind Turbine Blade Full Field Response Estimation in Operational Modal Analysis Author(s): Silvia Vettori Published in: 39th IMAC 8-11/2/2021, Issue 39th IMAC 8-11/2/2021, 2021 Publisher: IMAC Information Entropy Approach to Optimal Sensor Placement for Reconstructing Structural Vibrations. Author(s): Tulay Ercan Published in: UNCECOMP 2019, 2019 Publisher: UNCECOMP Hierarchical Bayesian Learning for Structural Damage Identification Author(s): X. Jia, C. Papadimitriou, Published in: ISRERM 2022, 2022, ISBN 978-981-18-5184-1 Publisher: ISERM DOI: 10.3850/978-981-18-5184-1_ms-10-192-cd Design of an Actuation Controller for Physical Substructures in Stochastic Real-Time Hybrid Simulations. Author(s): Nikolaos Tsokanas Published in: 38th IMAC, 2020 Publisher: 38th IMAC On the Dynamic Virtualization of a 3D-Printed Scaled Wind Turbine Blade. 40th IMAC Author(s): Silvia Vettori Published in: IMAC, Issue 7-10/2/2022, 2022 Publisher: IMAC Uncertainty quantification framework for structural model of wind turbine blade. Author(s): Paulo Henrique Gonzaga, Published in: EURODYN 2020, 2020 Publisher: EURODYN 2020 Information Entropy Approach to Optimal Sensor Placement for Reconstructing Structural Vibrations. Author(s): Tulay Ercan Published in: UNCECOMP 2019, Issue 24-26/07/2019, 2019 Publisher: UNCECOMP Evaluation of the Seismic Response of a Structure with an attached Pendulum using Stochastic Real-Time Hybrid Simulation Author(s): Tsokanas, Nikolaos; id_orcid0000-0001-9388-0593; Stojadinovic, Bozidar; id_orcid0000-0002-1713-1977 Published in: Issue 12, 2020 Publisher: ETH DOI: 10.3929/ethz-b-000474269 Data Features-Based Likelihood-Informed Bayesian Finite Element Model Updating. Author(s): Xinyu Jia Published in: UNCECOMP 2019, Issue 24-26/07/2019, 2019 Publisher: UNCECOMP An ontological approach to structural health monitoring Author(s): Giorgos Tsialiamanis Published in: 38th IMAC 1, 2020 Publisher: 38th IMAC DOI: 10.1007/978-3-030-47717-2_6 Development of an adaptive model predictive reference tracking controller for hard real-time hybrid simulation Author(s): Tsokanas, Nikolaos; Pastorino, Roland; Peeters, Bart; Stojadinovic, Bozidar Published in: Issue 12, 2021 Publisher: ETH DOI: 10.3929/ethz-b-000473422 On Predicting uncertainties in dynamic response of a welded structure due to the welded joint. Author(s): Atmaram Muraleedharan Published in: 39th IMAC, 2021 Publisher: 39th IMAC DOI: 10.1007/978-3-030-75910-0_5 Bayesian Optimal Sensor Placement for Virtual Sensing and Strain Reconstruction, Author(s): Ercan, T., Sedehi, O., Papadimitriou, C., Katafygiotis, L.S., Published in: ECCOMAS 2022, 2022 Publisher: ECCOMAS 2022 Nonparametric Localization of Structural Nonlinearities from Input-Output Data Author(s): Giancarlo Kosova Published in: 38th IMAC, 2020 Publisher: IMAC BCS Based Evolutionary Power Spectrum Estimation for Incomplete Process Records Author(s): Sebastian Kruse Published in: EURODYN 2020, Issue 23-26/11/2020, 2020 Publisher: EURODYN Optimal Experimental Design Methodology for Structural Health Monitoring. Author(s): Tulay Ercan Published in: SHMII 10, Issue 30/6-2/7/2021, 2021 Publisher: SHMI Kalman-Based Virtual Sensing for Improvement of Service Response Replication in Environmental Tests Author(s): Silvia Vettori; Emilio Di Lorenzo; Roberta Cumbo; Umberto Musella; Tommaso Tamarozzi; Bart Peeters; Eleni Chatzi Published in: Model Validation and Uncertainty Quantification, Volume 3, Issue 7, 2020, ISBN 978-3-030-47638-0 Publisher: The Society for Experimental Mechanics DOI: 10.1007/978-3-030-47638-0_11 Hierarchical Bayesian model updating for nonlinear structures using response time histories Author(s): Xinyu Jia Published in: 39th IMAC 8-11/2/2021, Issue 8-11/2/2021, 2021 Publisher: IMAC Dynamic hybrid coupling for elastic wave propagation: reflection and transmission analysis. Author(s): Siddhesh Raorane Published in: ISMA 2020, Issue 7-9/09/2020, 2020 Publisher: ISMA Peer reviewed articles (35) Towards Data-Driven Real-Time Hybrid Simulation: Adaptive Modeling of Control Plants Author(s): Thomas Simpson, Vasilis K. Dertimanis, Eleni N. Chatzi Published in: Frontiers in Built Environment, Issue 6, 2020, ISSN 2297-3362 Publisher: Frontiers in Built Environment DOI: 10.3389/fbuil.2020.570947 On generative models as the basis for digital twins Author(s): George Tsialiamanis; David J. Wagg; Nikolaos Dervilis; Keith Worden Published in: Data-Centric Engineering, Issue 2, 2021, Page(s) 1-32, ISSN 2632-6736 Publisher: Cambridge University Press DOI: 10.13140/rg.2.2.36743.11687 Detection of arterial wall abnormalities via Bayesian model selection Author(s): Karen Larson, Clark Bowman, Costas Papadimitriou, Petros Koumoutsakos, Anastasios Matzavinos Published in: Royal Society Open Science, Issue 6/10, 2019, Page(s) 182229, ISSN 2054-5703 Publisher: The Royal Society Publishing DOI: 10.1098/rsos.182229 Robust model predictive control for dynamics compensation in real-time hybrid simulation Author(s): Nikolaos Tsokanas; David J. Wagg; Božidar Stojadinović Published in: 2297-3362, Issue 2, 2020, ISSN 2297-3362 Publisher: Lausanne: Frontiers Media S.A DOI: 10.3389/fbuil.2020.00127 On partitioning of an SHM problem and parallels with transfer learning. Author(s): Tsialiamanis, (G.), Wagg, (D. J.), Gardner, (P. A.), Dervilis, (N.), & Worden, (K.) Published in: Topics in Modal Analysis & Testing,, Issue In Volume 8 (pp. 41-50)., 2021, ISSN 2193-1801 Publisher: Springer Science and Business Media Deutschland GmbH DOI: 10.48550/arxiv.2203.01655 Dynamic response study of Ti3C2-MXene films to shockwave and impact forces Author(s): Shreyas Srivatsa; Pavithra Belthangadi; Shivakarthik Ekambaram; Manu Pai; Prosenjit Sen; Tadeusz Uhl; Saurabh Kumar; Krzysztof Grabowski; M. M. Nayak Published in: RSC Advances, Issue 17, 2020, ISSN 2046-2069 Publisher: Royal Society of Chemistry DOI: 10.1039/d0ra04879h A global sensitivity analysis framework for hybrid simulation with stochastic substructures Author(s): Nikolaos Tsokanas; Xujia Zhu; Giuseppe Abbiati; Stefano Marelli; Stefano Marelli; Bruno Sudret; Božidar Stojadinović Published in: Frontiers in Built Environment, Vol 7 (2021), Issue 12, 2021, ISSN 2297-3362 Publisher: Frontiers in built environment. DOI: 10.3929/ethz-b-000520727 Micromechanical modeling of nacre-mimetic Ti3C2-MXene nanocomposites with viscoelastic polymer matrix Author(s): Shreyas Srivatsa; Pawel Packo; Leon Mishnaevsky; Tadeusz Uhl; Krzysztof Grabowski Published in: MRS Advances, Issue 1, 2021, Page(s) 729-733, ISSN 2059-8521 Publisher: Springer DOI: 10.1557/s43580-021-00085-2 Excitation–response relationships for linear structural systems with singular parameter matrices: A periodized harmonic wavelet perspective Author(s): G.D.Pasparakis, I.A.Kougioumtzoglou, V.C.Fragkoulis, F.Kong, M.Beer Published in: Mechanical Systems and Signal Processing, 2022, ISSN 0888-3270 Publisher: Academic Press DOI: 10.1016/j.ymssp.2021.108701 Hierarchical Bayesian operational modal analysis: Theory and computations Author(s): Omid Sedehi, Lambros S. Katafygiotis, Costas Papadimitriou Published in: Mechanical Systems and Signal Processing, Issue 140, 2020, Page(s) 106663, ISSN 0888-3270 Publisher: Academic Press DOI: 10.1016/j.ymssp.2020.106663 Formulation and Stability Analysis of a Multi-Scale Modeling Approach for Simulation of Elastic Wave Propagation Author(s): Siddhesh Raorane; Tadeusz Uhl; Pawel Packo Published in: International Journal of Computational Methods, Issue 15, 2021, ISSN 0219-8762 Publisher: World Scientific Publishing Co DOI: 10.1142/s0219876221410103 Harmonic wavelets based response evolutionary power spectrum determination of linear and nonlinear structural systems with singular matrices. Author(s): Pasparakis, G. D., V. C. Fragkoulis, and M. Beer Published in: Mechanical Systems and Signal Processing, 2021, ISSN 0888-3270 Publisher: Academic Press DOI: 10.1016/j.ymssp.2020.107203 An adaptive-noise Augmented Kalman Filter approach for input-state estimation in structural dynamics Author(s): S. Vettori; E. Di Lorenzo; B. Peeters; M.M. Luczak; E. Chatzi Published in: Vettori , S , Di Lorenzo , E , Peeters , B , Luczak , M M & Chatzi , E 2023 , ' An adaptive-noise Augmented Kalman Filter approach for input-state estimation in structural dynamics ' , Mechanical Systems and Signal Processing , vol. 184 , 109654 . https://doi.org/10.1016/j.ymssp.2022.109654, Issue 18, 2023, ISSN 1096-1216 Publisher: Elsevier DOI: 10.3929/ethz-b-000573493 Hierarchical Bayesian Learning Framework for Multi-Level Modeling using Multi-level Data Author(s): Xinyu Jia; Costas Papadimitriou Published in: Mechanical Systems and Signal Processing, Issue 14, 2021, ISSN 0888-3270 Publisher: Academic Press DOI: 10.5281/zenodo.5702385 Model Order Reduction for Real-Time Hybrid Simulation: Comparing Polynomial Chaos Expansion and Neural Network methods Author(s): N. Tsokanas; T. Simpson; R. Pastorino; E. Chatzi; B. Stojadinović Published in: Mechanism and Machine Theory, 178, Issue 3, 2022, ISSN 0094-114X Publisher: Pergamon Press Ltd. DOI: 10.1016/j.mechmachtheory.2022.105072 Optimal Sensor Placement for Reliable Virtual Sensing Using Modal Expansion and Information Theory. Author(s): Tulay Ercan; Costas Papadimitriou Published in: Sensors, Issue 7, 2021, ISSN 1424-8220 Publisher: Multidisciplinary Digital Publishing Institute (MDPI) DOI: 10.3390/s21103400 Deformation of Bioinspired MXene Based Polymer Composites with Brick and Mortar Structures: Computational Analysis Author(s): Shreyas Srivatsa; Pawel Packo; Leon Mishnaevsky; Tadeusz Uhl; Krzysztof Grabowski Published in: Materials, Issue 13, 2020, ISSN 2624-8115 Publisher: MDPI DOI: 10.20944/preprints202010.0524.v1 Measurement and identification of the nonlinear dynamics of a jointed structure using full-field data; Part II - Nonlinear system identification Author(s): Mengshi Jin; Mengshi Jin; Giancarlo Kosova; Giancarlo Kosova; Mattia Cenedese; Wei Chen; Wei Chen; Aryan Singh; Debasish Jana; Matthew R. W. Brake; Christoph W. Schwingshackl; Satish Nagarajaiah; Keegan J. Moore; Jean-Philippe Noël Published in: Mechanical Systems and Signal Processing, 166, Issue 15, 2021, ISSN 0888-3270 Publisher: Academic Press DOI: 10.1016/j.ymssp.2021.108402 Information Theoretic-Based Optimal Sensor Placement for Virtual Sensing using Augmented Kalman Filtering Author(s): Tulay Ercan; Omid Sedehi; Lambros S. Katafygiotis; Costas Papadimitriou Published in: ZENODO, Issue 1, 2023, ISSN 1096-1216 Publisher: Elsevier DOI: 10.1016/j.ymssp.2022.110031 Hierarchical Bayesian modeling framework for model updating and robust predictions in structural dynamics using modal features Author(s): Xinyu Jia; Omid Sedehi; Costas Papadimitriou; Lambros S. Katafygiotis; Babak Moaveni Published in: Crossref, Issue 7, 2022, ISSN 1096-1216 Publisher: Elsevier DOI: 10.1016/j.ymssp.2021.108784 Adaptive model predictive control for actuation dynamics compensation in real-time hybrid simulation Author(s): Pastorino, Roland; Stojadinovic, Bozidar; Tsokanas, Nikolaos Published in: Mechanism and Machine Theory, 172, Issue 11, 2022, ISSN 0094-114X Publisher: Pergamon Press Ltd. DOI: 10.31224/osf.io/c974v Data-driven prediction and origin identification of epidemics in population networks. Author(s): Karen Larson; Georgios Arampatzis; Clark Bowman; Zhizhong Chen; Panagiotis E. Hadjidoukas; Costas Papadimitriou; Petros Koumoutsakos; Anastasios Matzavinos Published in: Royal Society Open Science, Issue 14, 2020, ISSN 2054-5703 Publisher: ETH DOI: 10.1098/rsos.200531 On the application of generative adversarial networks for nonlinear modal analysis Author(s): G.Tsialiamanis, M.D. Champneys, N. Dervilis, D. Wagg and K. Worden Published in: Mechanical Systems and Signal Processing, 2021, ISSN 0888-3270 Publisher: Academic Press DOI: 10.1016/j.ymssp.2021.108473 Foundations of population-based SHM, Part IV: The geometry of spaces of structures and their feature spaces Author(s): George Tsialiamanis; Charilaos Mylonas; Eleni Chatzi; Nikolaos Dervilis; David J. Wagg; Keith Worden Published in: Mechanical Systems and Signal Processing, Issue 11, 2021, ISSN 0888-3270 Publisher: Academic Press DOI: 10.1016/j.ymssp.2021.107692 Machine Learning Approach to Model Order Reduction of Nonlinear Systems via Autoencoder and LSTM Networks Author(s): Thomas Simpson; Nikolaos Dervilis; Eleni Chatzi Published in: Journal of Engineering Mechanics, Issue 8, 2021, ISSN 0733-9399 Publisher: American Society of Civil Engineers DOI: 10.1061/(asce)em.1943-7889.0001971 Statistics-based Bayesian Modeling Framework for Uncertainty Quantification and Propagation Author(s): Menghao Ping; Xinyu Jia; Papadimitriou, Costas; Han, Xu; Jiang, Chao Published in: Mechanical Systems and Signal Processing, Issue 15, 2021, ISSN 0888-3270 Publisher: Academic Press DOI: 10.5281/zenodo.5545921 Multi-axial hybrid fire testing based on dynamic relaxation Author(s): Nikolaos Tsokanas; Giuseppe Abbiati; K. Kanellopoulos; Bozidar Stojadinovic Published in: Fire Safety Journal, 126, Issue 18, 2021, ISSN 0379-7112 Publisher: Pergamon Press Ltd. DOI: 10.3929/ethz-b-000510230 Nonlinear Model Updating through a Hierarchical Bayesian Modeling Framework Author(s): Xinyu Jia;Sedehi, Omid;Papadimitriou, Costas;Lambros S. Katafygiotis;Moaveni, Babak Published in: Computer Methods in Applied Mechanics and Engineering, 2021, ISSN 0045-7825 Publisher: Elsevier BV DOI: 10.5281/zenodo.5520607 Recent advances in MXene-based sensors for Structural Health Monitoring applications: A review Author(s): Krzysztof Grabowski, Shreyas Srivatsa, Aniruddh Vasisht, Leon Mishnaevsky, Tadeusz Uhl Published in: Measurement, 2022, ISSN 2665-9174 Publisher: Elsevier DOI: 10.1016/j.measurement.2021.110575 Measurement and identification of the nonlinear dynamics of a jointed structure using full-field data, Part I: Measurement of nonlinear dynamics Author(s): Wei Chen; Wei Chen; Debasish Jana; Aryan Singh; Mengshi Jin; Mengshi Jin; Mattia Cenedese; Giancarlo Kosova; Giancarlo Kosova; Matthew R. W. Brake; Christoph W. Schwingshackl; Satish Nagarajaiah; Keegan J. Moore; Jean-Philippe Noël Published in: Mechanical Systems and Signal Processing, 166, Issue 4, 2022, ISSN 0888-3270 Publisher: Academic Press DOI: 10.1016/j.ymssp.2021.108401 Hierarchical Bayesian Modeling Framework for Model Updating and Robust Predictions in Structural Dynamics using Modal Features Author(s): Xinyu Jia;Sedehi, Omid;Papadimitriou, Costas;Lambros S. Katafygiotis;Moaveni, Babak Published in: Mechanical Systems and Signal Processing, 2021, ISSN 0888-3270 Publisher: Academic Press DOI: 10.5281/zenodo.5078051 Bayesian Optimal Sensor Placement for Parameter Estimation under Modeling and Input Uncertainties Author(s): Ercan, Tulay; Papadimitriou, Costas Published in: ZENODO, Issue 3, 2020, ISSN 2311-9020 Publisher: EASD DOI: 10.47964/1120.9319.20121 Wind data extrapolation and stochastic field statistics estimation via compressive sampling and low rank matrix recovery methods. Author(s): George D. Pasparakis, Ketson R.M. dos Santos, Ioannis A. Kougioumtzoglou, Michael Beer Published in: Mechanical Systems and Signal Processing, 2021, ISSN 0888-3270 Publisher: Academic Press DOI: 10.1016/j.ymssp.2021.107975 A Comparison of Surrogate Modeling Techniques for Global Sensitivity Analysis in Hybrid Simulation Author(s): Bozidar Stojadinovic; Nikolaos Tsokanas; Roland Pastorino Published in: Machine Learning and Knowledge Extraction; Volume 4; Issue 1; Pages: 1-21, Issue 6, 2021, ISSN 2504-4990 Publisher: MDPI DOI: 10.3929/ethz-b-000522359 Impact of blade structural and aerodynamic uncertainties on wind turbine loads Author(s): Paulo Gonzaga, Henrik Toft, Keith Worden, et. al Published in: Wind Energy, Issue 25(6) 1060-1076., 2022, ISSN 1099-1824 Publisher: Wiley online DOI: 10.1002/we.2715 Book chapters (4) Virtual Sensing for Wind Turbine Blade Full Field Response Estimation in Operational Modal Analysis Author(s): Vettori, Silvia; Di Lorenzo, Emilio; Peeters, Bart; Chatzi, Eleni; id_orcid0000-0002-6870-240X Published in: Proceedings of the 39th IMAC, A Conference and Exposition on Structural Dynamics 2021, Issue 5, 2021 Publisher: Springer link DOI: 10.1007/978-3-030-77348-9_7 On the Dynamic Virtualization of a 3D-Printed Scaled Wind Turbine Blade Author(s): Heorhi Brzhezinski; Silvia Vettori; Emilio Di Lorenzo; Bart Peeters; Eleni Chatzi; Francesco Cosco Published in: Model Validation and Uncertainty Quantification, Volume 3, Issue 12, 2022, ISBN 978-3-031-04090-0 Publisher: Springer link DOI: 10.1007/978-3-031-04090-0_4 Bayesian Graph Neural Networks for Strain-Based Crack Localization Author(s): Charilaos Mylonas; George Tsialiamanis; Keith Worden; Eleni Chatzi Published in: Data Science in Engineering, Volume 9 ISBN: 9783030760038, Issue 33, 2020, ISBN 978-3-030-76004-5 Publisher: Springerlink DOI: 10.1007/978-3-030-76004-5_30 On the Use of Variational Autoencoders for Nonlinear Modal Analysis Author(s): Thomas Simpson; George Tsialiamanis; Nikolaos Dervilis; Keith Worden; Eleni Chatzi Published in: Nonlinear Structures & Systems, Volume 1 ISBN: 9783031040856, Issue 5, 2023, ISBN 978-3-031-04086-3 Publisher: Springer DOI: 10.1007/978-3-031-04086-3_42 Thesis and dissertations (1) Real-Time and Stochastic Hybrid Simulation Author(s): Tsokanas, Nikolaos Published in: Issue 7, 2021 Publisher: ETH DOI: 10.3929/ethz-b-000504284 Searching for OpenAIRE data... 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