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Dynamic virtualisation: modelling performance of engineering structures

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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 (7)
Journal papers
Launch network website
Advertise for ESRs
Workshop 2 (Final)
Conference Papers
First training week
Workshop 1
Open Research Data Pilot (1)
Digital data management plan

Publications

Conference proceedings (49)
On the influence of physical sensor placement on the virtualization of wind turbine blades testing

Auteurs: Vettori, Silvia; Di Lorenzo, Emilio; Peeters, Bart; Chatzi, Eleni; id_orcid0000-0002-6870-240X
Publié dans: Proceedings of the International Conference on Structural Health Monitoring of Intelligent Infrastructure, Numéro 2, 2021, Page(s) 703
Éditeur: International Society for Structural Health Monitoring of Intelligent Infrastructure (ISHMII)

Hierarchical Bayesian Inference for Quantification of Uncertainty in Multi Level Models of Dynamical Systems.

Auteurs: Xinyu Jia,
Publié dans: ESREL 2021, 2021
Éditeur: ESREL 2021

A stochastic real-time hybrid simulation of the seismic response of a magnetorheological damper

Auteurs: Tsokanas, Nikolaos; id_orcid0000-0001-9388-0593; Stojadinovic, Bozidar; id_orcid0000-0002-1713-1977
Publié dans: Numéro 7, 2020
Éditeur: ETH
DOI: 10.3929/ethz-b-000462979

Measurement of Acoustic Emission using Ti3C2-MXene Films.

Auteurs: Shreyas Srivatsa
Publié dans: MRS Spring Symposium 2021, 2021
Éditeur: MRS

Stability and reflection/transmission analysis of a dynamic hybrid coupling scheme for elastic wave propagation.

Auteurs: Siddhesh Raorane
Publié dans: 11th International Conference on Computational Methods, 2020
Éditeur: ICCM

Hybrid Modelling of Elastic Wave Propagation: Domain Coupling and Stability.

Auteurs: Siddhesh Raorane
Publié dans: IWSHM 2019, Numéro 10-12/09/2019, 2019
Éditeur: IWSHM
DOI: 10.12783/shm2019/32199

BCS Based Evolutionary Power Spectrum Estimation for Incomplete Process Record

Auteurs: Sebastian Kruse,s.
Publié dans: EURODYN 2020, 2020
Éditeur: EURODYN 2020

An application of generative adversarial networks for damage prognosis.

Auteurs: Giorgos Tsialiamanis,
Publié dans: IWSHM 202, 2021
Éditeur: IWSHM 2021

On the quantification of structural uncertainties of blades and their effect on wind turbine loads.

Auteurs: Paulo Henrique Gonzaga
Publié dans: ISMA 2020, 2020
Éditeur: ISMA 2020

Development and validation of data processing techniques for aircraft Ground Vibration Testing

Auteurs: Silvia Vettori
Publié dans: 37th IMAC, Numéro 28-31/01/2019, 2019
Éditeur: IMAC

Hierarchical Bayesian model updating for nonlinear structures using response time histories

Auteurs: Xinyu Jia,
Publié dans: 39th IMAC, 2021
Éditeur: 39th IMAC
DOI: 10.1007/978-3-030-77348-9_14

KALMAN-BASED COUPLED RESPONSE-INPUT ESTIMATION DURING ENVIRONMENTAL TESTS ON THE BOX ASSEMBLY WITH REMOVABLE COMPONENT STRUCTURE

Auteurs: Silvia Vettori; Emilio Di Lorenzo; Bart Peeters; Eleni Chatzi
Publié dans: EURODYN 2020. Proceedings of the XI International Conference on Structural Dynamics, Numéro 13, 2020
Éditeur: EASD Procedia.
DOI: 10.47964/1120.9316.19499

A Review of Uncertainty Quantification Methods in Wind Turbine Systems

Auteurs: Paulo Henrique Gonzaga, .
Publié dans: IWSHM 2019, Numéro 10-12/09/2019, 2019
Éditeur: IWSHM

On partitioning of an SHM problem and parallels with transfer learning.

Auteurs: Giorgos Tsialiamanis
Publié dans: 38th IMAC, Numéro 10-13/2/2020, 2020
Éditeur: IMAC

An application of Generative Adversarial Networks in structural health monitoring

Auteurs: Giorgos Tsialiamanis
Publié dans: EURODYN 2020, Numéro 23-26/11/2020, 2020
Éditeur: EURODYN

Nonlinear system identification of a jointed structure using full-field data: Part II Data analysis.

Auteurs: Giancarlo Kosova
Publié dans: Tribomechadynamics, 2021
Éditeur: Tribomechadynamics

On Dynamic Substructuring of Systems with Localised Nonlinearities

Auteurs: Thomas Simpson; Dimitrios Giagopoulos; Vasilis K. Dertimanis; Eleni Chatzi
Publié dans: Conference Proceedings of the Society for Experimental Mechanics Series ISBN: 9783030476298, Numéro 6, 2020
Éditeur: Society for Experimental Mechanics
DOI: 10.1007/978-3-030-47630-4_9

On the Implementation of Adaptive Inverse Control to Virtual Transfer Systems

Auteurs: Thomas Simpson
Publié dans: EURODYN 2020 23-26/11/2020, 2020
Éditeur: EURODYN

Multiscale Mechanical Modeling of MXene Nanocomposites for Quasi-Static and Dynamic Loads.

Auteurs: Shreyas Srivatsa
Publié dans: EURODYN 2020, 2020
Éditeur: EURODYN

Robust Bayesian Optimal sensor placement for model parameter estimation and response predictions.

Auteurs: Tulay Ercan
Publié dans: EURODYN 2020, 2020
Éditeur: EURODYN 2020

Robust Optimal Sensor Placement for Response Reconstruction Using Output-Only Vibration Measurements.

Auteurs: Tulay Ercan
Publié dans: ESREL 2019, Numéro 22-26/09/2019, 2019
Éditeur: ESREL

Nonlinear System Identification of a Jointed Structure Using Full-Field Data: Part II Analysis. 1

Auteurs: Giancarlo Kosova
Publié dans: 38th IMAC, 2020
Éditeur: 38th IMAC

Design of a Controller for Physical Substructures in Stochastic Real-Time Hybrid Simulations

Auteurs: Tsokanas, Nikolaos; id_orcid0000-0001-9388-0593; Stojadinovic, Bozidar; id_orcid0000-0002-1713-1977
Publié dans: Book of Abstracts: Engineering Mechanics Institute 2019 Conference, Numéro 5, 2020
Éditeur: ResearchGate
DOI: 10.1007/978-3-030-47638-0_8

Dynamic hybrid coupling for elastic wave propagation: reflection and transmission analysis

Auteurs: Siddhesh Raorane
Publié dans: ISMA 2020, 2020
Éditeur: ISMA

Bayesian Uncertainty Quantification for Data-Driven Hierarchical Modeling in Structural Dynamics

Auteurs: Xinyu Jia
Publié dans: 14th WCCM & ECCOMAS Congress, 2021
Éditeur: 14th WCCM & ECCOMAS Congress

Dynamic hybrid coupling of elastic wave propagation: stability analysis.

Auteurs: Siddhesh Raorane
Publié dans: EURODYN 2020, 2020
Éditeur: EURODYN

A NEAT approach to structural health monitoring.

Auteurs: Giorgos Tsialiamanis
Publié dans: EURODYN 2020, 2020
Éditeur: EURODYN 2020

Three-level verification and validation approach for motorcycle subsystem testing using physical/virtual co-simulation

Auteurs: Tsokanas, Nikolaos; id_orcid0000-0001-9388-0593; Thielemans, Laurane; Sputh, Bernhard; Pastorino, Roland; Stojadinovic, Bozidar; id_orcid0000-0002-1713-1977
Publié dans: Numéro 7, 2021
Éditeur: CC
DOI: 10.3929/ethz-b-000473432

On generating parametrised structural data using conditional generative adversarial networks

Auteurs: Giorgos Tsialiamanis
Publié dans: 39th IMAC 8-11/2/2021, Numéro 39th IMAC 8-11/2/2021, 2021
Éditeur: IMAC

Computationally efficient hierarchical Bayesian modeling framework for learning embedded model uncertainties

Auteurs: Xinyu Jia
Publié dans: EURODYN 2020, 2020
Éditeur: EURODYN 2020
DOI: 10.47964/1120.9317.19651

On an application of graph neural networks in population based SHM

Auteurs: Giorgos Tsialiamanis
Publié dans: 39th IMAC 8-11/2/2021, 2021
Éditeur: IMAC

Wind Field Data Extrapolation Based on Wind Turbine Measurement Records via Compressive Sampling.

Auteurs: George Pasparakis
Publié dans: EURODYN 2020, 2020
Éditeur: EURODYN 2020

On the use of Nonlinear Normal Modes for Nonlinear Reduced Order Modelling

Auteurs: Simpson, Thomas; Dervilis, Nikolaos; Chatzi, Eleni
Publié dans: Numéro 12, 2020
Éditeur: European Association for Structural Dynamics

A probabilistic approach towards uncertainty quantification in joined structures

Auteurs: Atmaram Muraleedharan
Publié dans: EURODYN 2020, 2020
Éditeur: EURODYN 2020

On the Potential of Dynamic Sub-structuring Methods for Model Updating

Auteurs: THOMAS SIMPSON, VASILIS DERTIMANIS, COSTAS PAPADIMITRIOU, ELENI CHATZI
Publié dans: Structural Health Monitoring 2019, 2019, ISBN 978-1-60595-601-5
Éditeur: 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)

Auteurs: Shreyas Srivatsa, Saurabh Kumar, Krzysztof Grabowski, Pavitra Jain, Manjunath M. Nayak, Tadeusz Uhl, Prosenjit Sen
Publié dans: Sensors and Smart Structures Technologies for Civil, Mechanical, and Aerospace Systems 2020, 2020, Page(s) 99, ISBN 9781-510635364
Éditeur: SPIE
DOI: 10.1117/12.2565041

A virtual sensing approach to operational modal analysis for wind turbine blades

Auteurs: Vettori, Silvia; Di Lorenzo, Emilio; Peeters, Bart; Chatzi, Eleni; id_orcid0000-0002-6870-240X
Publié dans: International Conference on Noise and Vibration Engineering (ISMA 2020) and International Conference on Uncertainty in Structural Dynamics (USD 2020), Numéro 3, 2020
Éditeur: Curran
DOI: 10.13039/501100000780

Information Entropy Approach to Optimal Sensor Placement for Reconstructing Structural Vibrations.

Auteurs: Tulay Ercan
Publié dans: UNCECOMP 2019, 2019
Éditeur: UNCECOMP

Hierarchical Bayesian Learning for Structural Damage Identification

Auteurs: X. Jia, C. Papadimitriou,
Publié dans: ISRERM 2022, 2022, ISBN 978-981-18-5184-1
Éditeur: 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.

Auteurs: Nikolaos Tsokanas
Publié dans: 38th IMAC, 2020
Éditeur: 38th IMAC

Uncertainty quantification framework for structural model of wind turbine blade.

Auteurs: Paulo Henrique Gonzaga,
Publié dans: EURODYN 2020, 2020
Éditeur: EURODYN 2020

Evaluation of the Seismic Response of a Structure with an attached Pendulum using Stochastic Real-Time Hybrid Simulation

Auteurs: Tsokanas, Nikolaos; id_orcid0000-0001-9388-0593; Stojadinovic, Bozidar; id_orcid0000-0002-1713-1977
Publié dans: Numéro 12, 2020
Éditeur: ETH
DOI: 10.3929/ethz-b-000474269

Data Features-Based Likelihood-Informed Bayesian Finite Element Model Updating.

Auteurs: Xinyu Jia
Publié dans: UNCECOMP 2019, Numéro 24-26/07/2019, 2019
Éditeur: UNCECOMP

An ontological approach to structural health monitoring

Auteurs: Giorgos Tsialiamanis
Publié dans: 38th IMAC 1, 2020
Éditeur: 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

Auteurs: Tsokanas, Nikolaos; Pastorino, Roland; Peeters, Bart; Stojadinovic, Bozidar
Publié dans: Numéro 12, 2021
Éditeur: ETH
DOI: 10.3929/ethz-b-000473422

On Predicting uncertainties in dynamic response of a welded structure due to the welded joint.

Auteurs: Atmaram Muraleedharan
Publié dans: 39th IMAC, 2021
Éditeur: 39th IMAC
DOI: 10.1007/978-3-030-75910-0_5

Bayesian Optimal Sensor Placement for Virtual Sensing and Strain Reconstruction,

Auteurs: Ercan, T., Sedehi, O., Papadimitriou, C., Katafygiotis, L.S.,
Publié dans: ECCOMAS 2022, 2022
Éditeur: ECCOMAS 2022

Nonparametric Localization of Structural Nonlinearities from Input-Output Data

Auteurs: Giancarlo Kosova
Publié dans: 38th IMAC, 2020
Éditeur: IMAC

Kalman-Based Virtual Sensing for Improvement of Service Response Replication in Environmental Tests

Auteurs: Silvia Vettori; Emilio Di Lorenzo; Roberta Cumbo; Umberto Musella; Tommaso Tamarozzi; Bart Peeters; Eleni Chatzi
Publié dans: Model Validation and Uncertainty Quantification, Volume 3, Numéro 7, 2020, ISBN 978-3-030-47638-0
Éditeur: The Society for Experimental Mechanics
DOI: 10.1007/978-3-030-47638-0_11

Peer reviewed articles (35)
Towards Data-Driven Real-Time Hybrid Simulation: Adaptive Modeling of Control Plants

Auteurs: Thomas Simpson, Vasilis K. Dertimanis, Eleni N. Chatzi
Publié dans: Frontiers in Built Environment, Numéro 6, 2020, ISSN 2297-3362
Éditeur: Frontiers in Built Environment
DOI: 10.3389/fbuil.2020.570947

On generative models as the basis for digital twins

Auteurs: George Tsialiamanis; David J. Wagg; Nikolaos Dervilis; Keith Worden
Publié dans: Data-Centric Engineering, Numéro 2, 2021, Page(s) 1-32, ISSN 2632-6736
Éditeur: Cambridge University Press
DOI: 10.13140/rg.2.2.36743.11687

Detection of arterial wall abnormalities via Bayesian model selection

Auteurs: Karen Larson, Clark Bowman, Costas Papadimitriou, Petros Koumoutsakos, Anastasios Matzavinos
Publié dans: Royal Society Open Science, Numéro 6/10, 2019, Page(s) 182229, ISSN 2054-5703
Éditeur: The Royal Society Publishing
DOI: 10.1098/rsos.182229

Robust model predictive control for dynamics compensation in real-time hybrid simulation

Auteurs: Nikolaos Tsokanas; David J. Wagg; Božidar Stojadinović
Publié dans: 2297-3362, Numéro 2, 2020, ISSN 2297-3362
Éditeur: Lausanne: Frontiers Media S.A
DOI: 10.3389/fbuil.2020.00127

On partitioning of an SHM problem and parallels with transfer learning.

Auteurs: Tsialiamanis, (G.), Wagg, (D. J.), Gardner, (P. A.), Dervilis, (N.), & Worden, (K.)
Publié dans: Topics in Modal Analysis & Testing,, Numéro In Volume 8 (pp. 41-50)., 2021, ISSN 2193-1801
Éditeur: 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

Auteurs: Shreyas Srivatsa; Pavithra Belthangadi; Shivakarthik Ekambaram; Manu Pai; Prosenjit Sen; Tadeusz Uhl; Saurabh Kumar; Krzysztof Grabowski; M. M. Nayak
Publié dans: RSC Advances, Numéro 17, 2020, ISSN 2046-2069
Éditeur: Royal Society of Chemistry
DOI: 10.1039/d0ra04879h

A global sensitivity analysis framework for hybrid simulation with stochastic substructures

Auteurs: Nikolaos Tsokanas; Xujia Zhu; Giuseppe Abbiati; Stefano Marelli; Stefano Marelli; Bruno Sudret; Božidar Stojadinović
Publié dans: Frontiers in Built Environment, Vol 7 (2021), Numéro 12, 2021, ISSN 2297-3362
Éditeur: Frontiers in built environment.
DOI: 10.3929/ethz-b-000520727

Micromechanical modeling of nacre-mimetic Ti3C2-MXene nanocomposites with viscoelastic polymer matrix

Auteurs: Shreyas Srivatsa; Pawel Packo; Leon Mishnaevsky; Tadeusz Uhl; Krzysztof Grabowski
Publié dans: MRS Advances, Numéro 1, 2021, Page(s) 729-733, ISSN 2059-8521
Éditeur: Springer
DOI: 10.1557/s43580-021-00085-2

Excitation–response relationships for linear structural systems with singular parameter matrices: A periodized harmonic wavelet perspective

Auteurs: G.D.Pasparakis, I.A.Kougioumtzoglou, V.C.Fragkoulis, F.Kong, M.Beer
Publié dans: Mechanical Systems and Signal Processing, 2022, ISSN 0888-3270
Éditeur: Academic Press
DOI: 10.1016/j.ymssp.2021.108701

Hierarchical Bayesian operational modal analysis: Theory and computations

Auteurs: Omid Sedehi, Lambros S. Katafygiotis, Costas Papadimitriou
Publié dans: Mechanical Systems and Signal Processing, Numéro 140, 2020, Page(s) 106663, ISSN 0888-3270
Éditeur: 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

Auteurs: Siddhesh Raorane; Tadeusz Uhl; Pawel Packo
Publié dans: International Journal of Computational Methods, Numéro 15, 2021, ISSN 0219-8762
Éditeur: 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.

Auteurs: Pasparakis, G. D., V. C. Fragkoulis, and M. Beer
Publié dans: Mechanical Systems and Signal Processing, 2021, ISSN 0888-3270
Éditeur: Academic Press
DOI: 10.1016/j.ymssp.2020.107203

An adaptive-noise Augmented Kalman Filter approach for input-state estimation in structural dynamics

Auteurs: S. Vettori; E. Di Lorenzo; B. Peeters; M.M. Luczak; E. Chatzi
Publié dans: 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, Numéro 18, 2023, ISSN 1096-1216
Éditeur: Elsevier
DOI: 10.3929/ethz-b-000573493

Hierarchical Bayesian Learning Framework for Multi-Level Modeling using Multi-level Data

Auteurs: Xinyu Jia; Costas Papadimitriou
Publié dans: Mechanical Systems and Signal Processing, Numéro 14, 2021, ISSN 0888-3270
Éditeur: Academic Press
DOI: 10.5281/zenodo.5702385

Model Order Reduction for Real-Time Hybrid Simulation: Comparing Polynomial Chaos Expansion and Neural Network methods

Auteurs: N. Tsokanas; T. Simpson; R. Pastorino; E. Chatzi; B. Stojadinović
Publié dans: Mechanism and Machine Theory, 178, Numéro 3, 2022, ISSN 0094-114X
Éditeur: Pergamon Press Ltd.
DOI: 10.1016/j.mechmachtheory.2022.105072

Optimal Sensor Placement for Reliable Virtual Sensing Using Modal Expansion and Information Theory.

Auteurs: Tulay Ercan; Costas Papadimitriou
Publié dans: Sensors, Numéro 7, 2021, ISSN 1424-8220
Éditeur: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/s21103400

Deformation of Bioinspired MXene Based Polymer Composites with Brick and Mortar Structures: Computational Analysis

Auteurs: Shreyas Srivatsa; Pawel Packo; Leon Mishnaevsky; Tadeusz Uhl; Krzysztof Grabowski
Publié dans: Materials, Numéro 13, 2020, ISSN 2624-8115
Éditeur: 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

Auteurs: 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
Publié dans: Mechanical Systems and Signal Processing, 166, Numéro 15, 2021, ISSN 0888-3270
Éditeur: Academic Press
DOI: 10.1016/j.ymssp.2021.108402

Information Theoretic-Based Optimal Sensor Placement for Virtual Sensing using Augmented Kalman Filtering

Auteurs: Tulay Ercan; Omid Sedehi; Lambros S. Katafygiotis; Costas Papadimitriou
Publié dans: ZENODO, Numéro 1, 2023, ISSN 1096-1216
Éditeur: Elsevier
DOI: 10.1016/j.ymssp.2022.110031

Hierarchical Bayesian modeling framework for model updating and robust predictions in structural dynamics using modal features

Auteurs: Xinyu Jia; Omid Sedehi; Costas Papadimitriou; Lambros S. Katafygiotis; Babak Moaveni
Publié dans: Crossref, Numéro 7, 2022, ISSN 1096-1216
Éditeur: Elsevier
DOI: 10.1016/j.ymssp.2021.108784

Adaptive model predictive control for actuation dynamics compensation in real-time hybrid simulation

Auteurs: Pastorino, Roland; Stojadinovic, Bozidar; Tsokanas, Nikolaos
Publié dans: Mechanism and Machine Theory, 172, Numéro 11, 2022, ISSN 0094-114X
Éditeur: Pergamon Press Ltd.
DOI: 10.31224/osf.io/c974v

Data-driven prediction and origin identification of epidemics in population networks.

Auteurs: Karen Larson; Georgios Arampatzis; Clark Bowman; Zhizhong Chen; Panagiotis E. Hadjidoukas; Costas Papadimitriou; Petros Koumoutsakos; Anastasios Matzavinos
Publié dans: Royal Society Open Science, Numéro 14, 2020, ISSN 2054-5703
Éditeur: ETH
DOI: 10.1098/rsos.200531

On the application of generative adversarial networks for nonlinear modal analysis

Auteurs: G.Tsialiamanis, M.D. Champneys, N. Dervilis, D. Wagg and K. Worden
Publié dans: Mechanical Systems and Signal Processing, 2021, ISSN 0888-3270
Éditeur: 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

Auteurs: George Tsialiamanis; Charilaos Mylonas; Eleni Chatzi; Nikolaos Dervilis; David J. Wagg; Keith Worden
Publié dans: Mechanical Systems and Signal Processing, Numéro 11, 2021, ISSN 0888-3270
Éditeur: Academic Press
DOI: 10.1016/j.ymssp.2021.107692

Machine Learning Approach to Model Order Reduction of Nonlinear Systems via Autoencoder and LSTM Networks

Auteurs: Thomas Simpson; Nikolaos Dervilis; Eleni Chatzi
Publié dans: Journal of Engineering Mechanics, Numéro 8, 2021, ISSN 0733-9399
Éditeur: American Society of Civil Engineers
DOI: 10.1061/(asce)em.1943-7889.0001971

Statistics-based Bayesian Modeling Framework for Uncertainty Quantification and Propagation

Auteurs: Menghao Ping; Xinyu Jia; Papadimitriou, Costas; Han, Xu; Jiang, Chao
Publié dans: Mechanical Systems and Signal Processing, Numéro 15, 2021, ISSN 0888-3270
Éditeur: Academic Press
DOI: 10.5281/zenodo.5545921

Multi-axial hybrid fire testing based on dynamic relaxation

Auteurs: Nikolaos Tsokanas; Giuseppe Abbiati; K. Kanellopoulos; Bozidar Stojadinovic
Publié dans: Fire Safety Journal, 126, Numéro 18, 2021, ISSN 0379-7112
Éditeur: Pergamon Press Ltd.
DOI: 10.3929/ethz-b-000510230

Nonlinear Model Updating through a Hierarchical Bayesian Modeling Framework

Auteurs: Xinyu Jia;Sedehi, Omid;Papadimitriou, Costas;Lambros S. Katafygiotis;Moaveni, Babak
Publié dans: Computer Methods in Applied Mechanics and Engineering, 2021, ISSN 0045-7825
Éditeur: Elsevier BV
DOI: 10.5281/zenodo.5520607

Recent advances in MXene-based sensors for Structural Health Monitoring applications: A review

Auteurs: Krzysztof Grabowski, Shreyas Srivatsa, Aniruddh Vasisht, Leon Mishnaevsky, Tadeusz Uhl
Publié dans: Measurement, 2022, ISSN 2665-9174
Éditeur: 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

Auteurs: 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
Publié dans: Mechanical Systems and Signal Processing, 166, Numéro 4, 2022, ISSN 0888-3270
Éditeur: 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

Auteurs: Xinyu Jia;Sedehi, Omid;Papadimitriou, Costas;Lambros S. Katafygiotis;Moaveni, Babak
Publié dans: Mechanical Systems and Signal Processing, 2021, ISSN 0888-3270
Éditeur: Academic Press
DOI: 10.5281/zenodo.5078051

Bayesian Optimal Sensor Placement for Parameter Estimation under Modeling and Input Uncertainties

Auteurs: Ercan, Tulay; Papadimitriou, Costas
Publié dans: ZENODO, Numéro 3, 2020, ISSN 2311-9020
Éditeur: EASD
DOI: 10.47964/1120.9319.20121

Wind data extrapolation and stochastic field statistics estimation via compressive sampling and low rank matrix recovery methods.

Auteurs: George D. Pasparakis, Ketson R.M. dos Santos, Ioannis A. Kougioumtzoglou, Michael Beer
Publié dans: Mechanical Systems and Signal Processing, 2021, ISSN 0888-3270
Éditeur: Academic Press
DOI: 10.1016/j.ymssp.2021.107975

A Comparison of Surrogate Modeling Techniques for Global Sensitivity Analysis in Hybrid Simulation

Auteurs: Bozidar Stojadinovic; Nikolaos Tsokanas; Roland Pastorino
Publié dans: Machine Learning and Knowledge Extraction; Volume 4; Numéro 1; Pages: 1-21, Numéro 6, 2021, ISSN 2504-4990
Éditeur: MDPI
DOI: 10.3929/ethz-b-000522359

Impact of blade structural and aerodynamic uncertainties on wind turbine loads

Auteurs: Paulo Gonzaga, Henrik Toft, Keith Worden, et. al
Publié dans: Wind Energy, Numéro 25(6) 1060-1076., 2022, ISSN 1099-1824
Éditeur: Wiley online
DOI: 10.1002/we.2715

Book chapters (4)
Virtual Sensing for Wind Turbine Blade Full Field Response Estimation in Operational Modal Analysis

Auteurs: Vettori, Silvia; Di Lorenzo, Emilio; Peeters, Bart; Chatzi, Eleni; id_orcid0000-0002-6870-240X
Publié dans: Proceedings of the 39th IMAC, A Conference and Exposition on Structural Dynamics 2021, Numéro 5, 2021
Éditeur: Springer link
DOI: 10.1007/978-3-030-77348-9_7

On the Dynamic Virtualization of a 3D-Printed Scaled Wind Turbine Blade

Auteurs: Heorhi Brzhezinski; Silvia Vettori; Emilio Di Lorenzo; Bart Peeters; Eleni Chatzi; Francesco Cosco
Publié dans: Model Validation and Uncertainty Quantification, Volume 3, Numéro 12, 2022, ISBN 978-3-031-04090-0
Éditeur: Springer link
DOI: 10.1007/978-3-031-04090-0_4

Bayesian Graph Neural Networks for Strain-Based Crack Localization

Auteurs: Charilaos Mylonas; George Tsialiamanis; Keith Worden; Eleni Chatzi
Publié dans: Data Science in Engineering, Volume 9 ISBN: 9783030760038, Numéro 33, 2020, ISBN 978-3-030-76004-5
Éditeur: Springerlink
DOI: 10.1007/978-3-030-76004-5_30

On the Use of Variational Autoencoders for Nonlinear Modal Analysis

Auteurs: Thomas Simpson; George Tsialiamanis; Nikolaos Dervilis; Keith Worden; Eleni Chatzi
Publié dans: Nonlinear Structures & Systems, Volume 1 ISBN: 9783031040856, Numéro 5, 2023, ISBN 978-3-031-04086-3
Éditeur: Springer
DOI: 10.1007/978-3-031-04086-3_42

Thesis and dissertations (1)
Real-Time and Stochastic Hybrid Simulation

Auteurs: Tsokanas, Nikolaos
Publié dans: Numéro 7, 2021
Éditeur: ETH
DOI: 10.3929/ethz-b-000504284

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