Dynamic virtualisation: modelling performance of engineering structures

Informazioni relative al progetto

DyVirt

ID dell’accordo di sovvenzione: 764547

DOI 10.3030/764547

Progetto chiuso

Data della firma CE 23 Gennaio 2018

Data di avvio 1 Febbraio 2018

Data di completamento 31 Marzo 2023

Finanziato da

• EXCELLENT SCIENCE - Marie Skłodowska-Curie Actions

Costo totale € 3 588 403,03

Contributo UE € 3 588 403,03

Coordinato da

THE UNIVERSITY OF SHEFFIELD
United Kingdom

Risultati finali

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

Pubblicazioni

Conference proceedings (49)

On the influence of physical sensor placement on the virtualization of wind turbine blades testing

Autori: Vettori, Silvia; Di Lorenzo, Emilio; Peeters, Bart; Chatzi, Eleni; id_orcid0000-0002-6870-240X
Pubblicato in: Proceedings of the International Conference on Structural Health Monitoring of Intelligent Infrastructure, Numero 2, 2021, Pagina/e 703
Editore: International Society for Structural Health Monitoring of Intelligent Infrastructure (ISHMII)

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

Autori: Xinyu Jia,
Pubblicato in: ESREL 2021, 2021
Editore: ESREL 2021

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

Autori: Tsokanas, Nikolaos; id_orcid0000-0001-9388-0593; Stojadinovic, Bozidar; id_orcid0000-0002-1713-1977
Pubblicato in: Numero 7, 2020
Editore: ETH
DOI: 10.3929/ethz-b-000462979

Measurement of Acoustic Emission using Ti3C2-MXene Films.

Autori: Shreyas Srivatsa
Pubblicato in: MRS Spring Symposium 2021, 2021
Editore: MRS

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

Autori: Siddhesh Raorane
Pubblicato in: 11th International Conference on Computational Methods, 2020
Editore: ICCM

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

Autori: Siddhesh Raorane
Pubblicato in: IWSHM 2019, Numero 10-12/09/2019, 2019
Editore: IWSHM
DOI: 10.12783/shm2019/32199

BCS Based Evolutionary Power Spectrum Estimation for Incomplete Process Record

Autori: Sebastian Kruse,s.
Pubblicato in: EURODYN 2020, 2020
Editore: EURODYN 2020

An application of generative adversarial networks for damage prognosis.

Autori: Giorgos Tsialiamanis,
Pubblicato in: IWSHM 202, 2021
Editore: IWSHM 2021

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

Autori: Paulo Henrique Gonzaga
Pubblicato in: ISMA 2020, 2020
Editore: ISMA 2020

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

Autori: Silvia Vettori
Pubblicato in: 37th IMAC, Numero 28-31/01/2019, 2019
Editore: IMAC

Hierarchical Bayesian model updating for nonlinear structures using response time histories

Autori: Xinyu Jia,
Pubblicato in: 39th IMAC, 2021
Editore: 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

Autori: Silvia Vettori; Emilio Di Lorenzo; Bart Peeters; Eleni Chatzi
Pubblicato in: EURODYN 2020. Proceedings of the XI International Conference on Structural Dynamics, Numero 13, 2020
Editore: EASD Procedia.
DOI: 10.47964/1120.9316.19499

A Review of Uncertainty Quantification Methods in Wind Turbine Systems

Autori: Paulo Henrique Gonzaga, .
Pubblicato in: IWSHM 2019, Numero 10-12/09/2019, 2019
Editore: IWSHM

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

Autori: Giorgos Tsialiamanis
Pubblicato in: 38th IMAC, Numero 10-13/2/2020, 2020
Editore: IMAC

An application of Generative Adversarial Networks in structural health monitoring

Autori: Giorgos Tsialiamanis
Pubblicato in: EURODYN 2020, Numero 23-26/11/2020, 2020
Editore: EURODYN

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

Autori: Giancarlo Kosova
Pubblicato in: Tribomechadynamics, 2021
Editore: Tribomechadynamics

On Dynamic Substructuring of Systems with Localised Nonlinearities

Autori: Thomas Simpson; Dimitrios Giagopoulos; Vasilis K. Dertimanis; Eleni Chatzi
Pubblicato in: Conference Proceedings of the Society for Experimental Mechanics Series ISBN: 9783030476298, Numero 6, 2020
Editore: Society for Experimental Mechanics
DOI: 10.1007/978-3-030-47630-4_9

On the Implementation of Adaptive Inverse Control to Virtual Transfer Systems

Autori: Thomas Simpson
Pubblicato in: EURODYN 2020 23-26/11/2020, 2020
Editore: EURODYN

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

Autori: Shreyas Srivatsa
Pubblicato in: EURODYN 2020, 2020
Editore: EURODYN

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

Autori: Tulay Ercan
Pubblicato in: EURODYN 2020, 2020
Editore: EURODYN 2020

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

Autori: Tulay Ercan
Pubblicato in: ESREL 2019, Numero 22-26/09/2019, 2019
Editore: ESREL

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

Autori: Giancarlo Kosova
Pubblicato in: 38th IMAC, 2020
Editore: 38th IMAC

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

Autori: Tsokanas, Nikolaos; id_orcid0000-0001-9388-0593; Stojadinovic, Bozidar; id_orcid0000-0002-1713-1977
Pubblicato in: Book of Abstracts: Engineering Mechanics Institute 2019 Conference, Numero 5, 2020
Editore: ResearchGate
DOI: 10.1007/978-3-030-47638-0_8

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

Autori: Siddhesh Raorane
Pubblicato in: ISMA 2020, 2020
Editore: ISMA

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

Autori: Xinyu Jia
Pubblicato in: 14th WCCM & ECCOMAS Congress, 2021
Editore: 14th WCCM & ECCOMAS Congress

Dynamic hybrid coupling of elastic wave propagation: stability analysis.

Autori: Siddhesh Raorane
Pubblicato in: EURODYN 2020, 2020
Editore: EURODYN

A NEAT approach to structural health monitoring.

Autori: Giorgos Tsialiamanis
Pubblicato in: EURODYN 2020, 2020
Editore: EURODYN 2020

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

Autori: Tsokanas, Nikolaos; id_orcid0000-0001-9388-0593; Thielemans, Laurane; Sputh, Bernhard; Pastorino, Roland; Stojadinovic, Bozidar; id_orcid0000-0002-1713-1977
Pubblicato in: Numero 7, 2021
Editore: CC
DOI: 10.3929/ethz-b-000473432

On generating parametrised structural data using conditional generative adversarial networks

Autori: Giorgos Tsialiamanis
Pubblicato in: 39th IMAC 8-11/2/2021, Numero 39th IMAC 8-11/2/2021, 2021
Editore: IMAC

Computationally efficient hierarchical Bayesian modeling framework for learning embedded model uncertainties

Autori: Xinyu Jia
Pubblicato in: EURODYN 2020, 2020
Editore: EURODYN 2020
DOI: 10.47964/1120.9317.19651

On an application of graph neural networks in population based SHM

Autori: Giorgos Tsialiamanis
Pubblicato in: 39th IMAC 8-11/2/2021, 2021
Editore: IMAC

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

Autori: George Pasparakis
Pubblicato in: EURODYN 2020, 2020
Editore: EURODYN 2020

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

Autori: Simpson, Thomas; Dervilis, Nikolaos; Chatzi, Eleni
Pubblicato in: Numero 12, 2020
Editore: European Association for Structural Dynamics

A probabilistic approach towards uncertainty quantification in joined structures

Autori: Atmaram Muraleedharan
Pubblicato in: EURODYN 2020, 2020
Editore: EURODYN 2020

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

Autori: THOMAS SIMPSON, VASILIS DERTIMANIS, COSTAS PAPADIMITRIOU, ELENI CHATZI
Pubblicato in: Structural Health Monitoring 2019, 2019, ISBN 978-1-60595-601-5
Editore: 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)

Autori: Shreyas Srivatsa, Saurabh Kumar, Krzysztof Grabowski, Pavitra Jain, Manjunath M. Nayak, Tadeusz Uhl, Prosenjit Sen
Pubblicato in: Sensors and Smart Structures Technologies for Civil, Mechanical, and Aerospace Systems 2020, 2020, Pagina/e 99, ISBN 9781-510635364
Editore: SPIE
DOI: 10.1117/12.2565041

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

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

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

Autori: Tulay Ercan
Pubblicato in: UNCECOMP 2019, 2019
Editore: UNCECOMP

Hierarchical Bayesian Learning for Structural Damage Identification

Autori: X. Jia, C. Papadimitriou,
Pubblicato in: ISRERM 2022, 2022, ISBN 978-981-18-5184-1
Editore: 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.

Autori: Nikolaos Tsokanas
Pubblicato in: 38th IMAC, 2020
Editore: 38th IMAC

Uncertainty quantification framework for structural model of wind turbine blade.

Autori: Paulo Henrique Gonzaga,
Pubblicato in: EURODYN 2020, 2020
Editore: EURODYN 2020

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

Autori: Tsokanas, Nikolaos; id_orcid0000-0001-9388-0593; Stojadinovic, Bozidar; id_orcid0000-0002-1713-1977
Pubblicato in: Numero 12, 2020
Editore: ETH
DOI: 10.3929/ethz-b-000474269

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

Autori: Xinyu Jia
Pubblicato in: UNCECOMP 2019, Numero 24-26/07/2019, 2019
Editore: UNCECOMP

An ontological approach to structural health monitoring

Autori: Giorgos Tsialiamanis
Pubblicato in: 38th IMAC 1, 2020
Editore: 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

Autori: Tsokanas, Nikolaos; Pastorino, Roland; Peeters, Bart; Stojadinovic, Bozidar
Pubblicato in: Numero 12, 2021
Editore: ETH
DOI: 10.3929/ethz-b-000473422

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

Autori: Atmaram Muraleedharan
Pubblicato in: 39th IMAC, 2021
Editore: 39th IMAC
DOI: 10.1007/978-3-030-75910-0_5

Bayesian Optimal Sensor Placement for Virtual Sensing and Strain Reconstruction,

Autori: Ercan, T., Sedehi, O., Papadimitriou, C., Katafygiotis, L.S.,
Pubblicato in: ECCOMAS 2022, 2022
Editore: ECCOMAS 2022

Nonparametric Localization of Structural Nonlinearities from Input-Output Data

Autori: Giancarlo Kosova
Pubblicato in: 38th IMAC, 2020
Editore: IMAC

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

Autori: Silvia Vettori; Emilio Di Lorenzo; Roberta Cumbo; Umberto Musella; Tommaso Tamarozzi; Bart Peeters; Eleni Chatzi
Pubblicato in: Model Validation and Uncertainty Quantification, Volume 3, Numero 7, 2020, ISBN 978-3-030-47638-0
Editore: 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

Autori: Thomas Simpson, Vasilis K. Dertimanis, Eleni N. Chatzi
Pubblicato in: Frontiers in Built Environment, Numero 6, 2020, ISSN 2297-3362
Editore: Frontiers in Built Environment
DOI: 10.3389/fbuil.2020.570947

On generative models as the basis for digital twins

Autori: George Tsialiamanis; David J. Wagg; Nikolaos Dervilis; Keith Worden
Pubblicato in: Data-Centric Engineering, Numero 2, 2021, Pagina/e 1-32, ISSN 2632-6736
Editore: Cambridge University Press
DOI: 10.13140/rg.2.2.36743.11687

Detection of arterial wall abnormalities via Bayesian model selection

Autori: Karen Larson, Clark Bowman, Costas Papadimitriou, Petros Koumoutsakos, Anastasios Matzavinos
Pubblicato in: Royal Society Open Science, Numero 6/10, 2019, Pagina/e 182229, ISSN 2054-5703
Editore: The Royal Society Publishing
DOI: 10.1098/rsos.182229

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

Autori: Nikolaos Tsokanas; David J. Wagg; Božidar Stojadinović
Pubblicato in: 2297-3362, Numero 2, 2020, ISSN 2297-3362
Editore: Lausanne: Frontiers Media S.A
DOI: 10.3389/fbuil.2020.00127

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

Autori: Tsialiamanis, (G.), Wagg, (D. J.), Gardner, (P. A.), Dervilis, (N.), & Worden, (K.)
Pubblicato in: Topics in Modal Analysis & Testing,, Numero In Volume 8 (pp. 41-50)., 2021, ISSN 2193-1801
Editore: 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

Autori: Shreyas Srivatsa; Pavithra Belthangadi; Shivakarthik Ekambaram; Manu Pai; Prosenjit Sen; Tadeusz Uhl; Saurabh Kumar; Krzysztof Grabowski; M. M. Nayak
Pubblicato in: RSC Advances, Numero 17, 2020, ISSN 2046-2069
Editore: Royal Society of Chemistry
DOI: 10.1039/d0ra04879h

A global sensitivity analysis framework for hybrid simulation with stochastic substructures

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

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

Autori: Shreyas Srivatsa; Pawel Packo; Leon Mishnaevsky; Tadeusz Uhl; Krzysztof Grabowski
Pubblicato in: MRS Advances, Numero 1, 2021, Pagina/e 729-733, ISSN 2059-8521
Editore: Springer
DOI: 10.1557/s43580-021-00085-2

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

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

Hierarchical Bayesian operational modal analysis: Theory and computations

Autori: Omid Sedehi, Lambros S. Katafygiotis, Costas Papadimitriou
Pubblicato in: Mechanical Systems and Signal Processing, Numero 140, 2020, Pagina/e 106663, ISSN 0888-3270
Editore: 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

Autori: Siddhesh Raorane; Tadeusz Uhl; Pawel Packo
Pubblicato in: International Journal of Computational Methods, Numero 15, 2021, ISSN 0219-8762
Editore: 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.

Autori: Pasparakis, G. D., V. C. Fragkoulis, and M. Beer
Pubblicato in: Mechanical Systems and Signal Processing, 2021, ISSN 0888-3270
Editore: Academic Press
DOI: 10.1016/j.ymssp.2020.107203

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

Autori: S. Vettori; E. Di Lorenzo; B. Peeters; M.M. Luczak; E. Chatzi
Pubblicato 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, Numero 18, 2023, ISSN 1096-1216
Editore: Elsevier
DOI: 10.3929/ethz-b-000573493

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

Autori: Xinyu Jia; Costas Papadimitriou
Pubblicato in: Mechanical Systems and Signal Processing, Numero 14, 2021, ISSN 0888-3270
Editore: Academic Press
DOI: 10.5281/zenodo.5702385

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

Autori: N. Tsokanas; T. Simpson; R. Pastorino; E. Chatzi; B. Stojadinović
Pubblicato in: Mechanism and Machine Theory, 178, Numero 3, 2022, ISSN 0094-114X
Editore: Pergamon Press Ltd.
DOI: 10.1016/j.mechmachtheory.2022.105072

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

Autori: Tulay Ercan; Costas Papadimitriou
Pubblicato in: Sensors, Numero 7, 2021, ISSN 1424-8220
Editore: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/s21103400

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

Autori: Shreyas Srivatsa; Pawel Packo; Leon Mishnaevsky; Tadeusz Uhl; Krzysztof Grabowski
Pubblicato in: Materials, Numero 13, 2020, ISSN 2624-8115
Editore: 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

Autori: 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
Pubblicato in: Mechanical Systems and Signal Processing, 166, Numero 15, 2021, ISSN 0888-3270
Editore: Academic Press
DOI: 10.1016/j.ymssp.2021.108402

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

Autori: Tulay Ercan; Omid Sedehi; Lambros S. Katafygiotis; Costas Papadimitriou
Pubblicato in: ZENODO, Numero 1, 2023, ISSN 1096-1216
Editore: Elsevier
DOI: 10.1016/j.ymssp.2022.110031

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

Autori: Xinyu Jia; Omid Sedehi; Costas Papadimitriou; Lambros S. Katafygiotis; Babak Moaveni
Pubblicato in: Crossref, Numero 7, 2022, ISSN 1096-1216
Editore: Elsevier
DOI: 10.1016/j.ymssp.2021.108784

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

Autori: Pastorino, Roland; Stojadinovic, Bozidar; Tsokanas, Nikolaos
Pubblicato in: Mechanism and Machine Theory, 172, Numero 11, 2022, ISSN 0094-114X
Editore: Pergamon Press Ltd.
DOI: 10.31224/osf.io/c974v

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

Autori: Karen Larson; Georgios Arampatzis; Clark Bowman; Zhizhong Chen; Panagiotis E. Hadjidoukas; Costas Papadimitriou; Petros Koumoutsakos; Anastasios Matzavinos
Pubblicato in: Royal Society Open Science, Numero 14, 2020, ISSN 2054-5703
Editore: ETH
DOI: 10.1098/rsos.200531

On the application of generative adversarial networks for nonlinear modal analysis

Autori: G.Tsialiamanis, M.D. Champneys, N. Dervilis, D. Wagg and K. Worden
Pubblicato in: Mechanical Systems and Signal Processing, 2021, ISSN 0888-3270
Editore: 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

Autori: George Tsialiamanis; Charilaos Mylonas; Eleni Chatzi; Nikolaos Dervilis; David J. Wagg; Keith Worden
Pubblicato in: Mechanical Systems and Signal Processing, Numero 11, 2021, ISSN 0888-3270
Editore: Academic Press
DOI: 10.1016/j.ymssp.2021.107692

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

Autori: Thomas Simpson; Nikolaos Dervilis; Eleni Chatzi
Pubblicato in: Journal of Engineering Mechanics, Numero 8, 2021, ISSN 0733-9399
Editore: American Society of Civil Engineers
DOI: 10.1061/(asce)em.1943-7889.0001971

Statistics-based Bayesian Modeling Framework for Uncertainty Quantification and Propagation

Autori: Menghao Ping; Xinyu Jia; Papadimitriou, Costas; Han, Xu; Jiang, Chao
Pubblicato in: Mechanical Systems and Signal Processing, Numero 15, 2021, ISSN 0888-3270
Editore: Academic Press
DOI: 10.5281/zenodo.5545921

Multi-axial hybrid fire testing based on dynamic relaxation

Autori: Nikolaos Tsokanas; Giuseppe Abbiati; K. Kanellopoulos; Bozidar Stojadinovic
Pubblicato in: Fire Safety Journal, 126, Numero 18, 2021, ISSN 0379-7112
Editore: Pergamon Press Ltd.
DOI: 10.3929/ethz-b-000510230

Nonlinear Model Updating through a Hierarchical Bayesian Modeling Framework

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

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

Autori: Krzysztof Grabowski, Shreyas Srivatsa, Aniruddh Vasisht, Leon Mishnaevsky, Tadeusz Uhl
Pubblicato in: Measurement, 2022, ISSN 2665-9174
Editore: 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

Autori: 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
Pubblicato in: Mechanical Systems and Signal Processing, 166, Numero 4, 2022, ISSN 0888-3270
Editore: 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

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

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

Autori: Ercan, Tulay; Papadimitriou, Costas
Pubblicato in: ZENODO, Numero 3, 2020, ISSN 2311-9020
Editore: EASD
DOI: 10.47964/1120.9319.20121

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

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

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

Autori: Bozidar Stojadinovic; Nikolaos Tsokanas; Roland Pastorino
Pubblicato in: Machine Learning and Knowledge Extraction; Volume 4; Numero 1; Pages: 1-21, Numero 6, 2021, ISSN 2504-4990
Editore: MDPI
DOI: 10.3929/ethz-b-000522359

Impact of blade structural and aerodynamic uncertainties on wind turbine loads

Autori: Paulo Gonzaga, Henrik Toft, Keith Worden, et. al
Pubblicato in: Wind Energy, Numero 25(6) 1060-1076., 2022, ISSN 1099-1824
Editore: Wiley online
DOI: 10.1002/we.2715

Book chapters (4)

Virtual Sensing for Wind Turbine Blade Full Field Response Estimation in Operational Modal Analysis

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

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

Autori: Heorhi Brzhezinski; Silvia Vettori; Emilio Di Lorenzo; Bart Peeters; Eleni Chatzi; Francesco Cosco
Pubblicato in: Model Validation and Uncertainty Quantification, Volume 3, Numero 12, 2022, ISBN 978-3-031-04090-0
Editore: Springer link
DOI: 10.1007/978-3-031-04090-0_4

Bayesian Graph Neural Networks for Strain-Based Crack Localization

Autori: Charilaos Mylonas; George Tsialiamanis; Keith Worden; Eleni Chatzi
Pubblicato in: Data Science in Engineering, Volume 9 ISBN: 9783030760038, Numero 33, 2020, ISBN 978-3-030-76004-5
Editore: Springerlink
DOI: 10.1007/978-3-030-76004-5_30

On the Use of Variational Autoencoders for Nonlinear Modal Analysis

Autori: Thomas Simpson; George Tsialiamanis; Nikolaos Dervilis; Keith Worden; Eleni Chatzi
Pubblicato in: Nonlinear Structures & Systems, Volume 1 ISBN: 9783031040856, Numero 5, 2023, ISBN 978-3-031-04086-3
Editore: Springer
DOI: 10.1007/978-3-031-04086-3_42

Thesis and dissertations (1)

Real-Time and Stochastic Hybrid Simulation

Autori: Tsokanas, Nikolaos
Pubblicato in: Numero 7, 2021
Editore: ETH
DOI: 10.3929/ethz-b-000504284