Eleni N. Chatzi

Publication Activity (10 Years)

Years Active: 2013-2024
Publications (10 Years): 47

Top Topics

Damage Detection

Top Venues

Reliab. Eng. Syst. Saf.

J. Sens. Actuator Networks

Publications

Hao Dong, Eleni N. Chatzi, Olga Fink
Towards Multimodal Open-Set Domain Generalization and Adaptation through Self-supervision. CoRR (2024)
Konstantinos Vlachas, Thomas Simpson, Anthony Garland, D. Dane Quinn, Charbel Farhat, Eleni N. Chatzi
A Reduced Order Model conditioned on monitoring features for estimation and uncertainty quantification in engineered systems. CoRR (2024)
Antonios Kamariotis, Eleni N. Chatzi, Daniel Straub, Nikolaos Dervilis, Kai Goebel, Aidan J. Hughes, Geert Lombaert, Costas Papadimitriou, Konstantinos G. Papakonstantinou, Matteo Pozzi, Michael Todd, Keith Worden
Monitoring-Supported Value Generation for Managing Structures and Infrastructure Systems. CoRR (2024)
Hao Dong, Yue Zhao, Eleni N. Chatzi, Olga Fink
MultiOOD: Scaling Out-of-Distribution Detection for Multiple Modalities. CoRR (2024)
Xudong Jian, Yutong Xia, Gregory Duthé, Kiran Bacsa, Wei Liu, Eleni N. Chatzi
Using Graph Neural Networks and Frequency Domain Data for Automated Operational Modal Analysis of Populations of Structures. CoRR (2024)
Antonios Kamariotis, Konstantinos Tatsis, Eleni N. Chatzi, Kai Goebel, Daniel Straub
A metric for assessing and optimizing data-driven prognostic algorithms for predictive maintenance. Reliab. Eng. Syst. Saf. 242 (2024)
Shreyas Srivatsa, Paul Sieber, Céline Hofer, André Robert, Siddhesh Raorane, Marianna Marciszko-Wiackowska, Krzysztof Grabowski, M. M. Nayak, Eleni N. Chatzi, Tadeusz Uhl
Dynamic Response Study of Piezoresistive Ti3C2-MXene Sensor for Structural Impacts. Sensors 23 (20) (2023)
Gregory Duthé, Imad Abdallah, Sarah Barber, Eleni N. Chatzi
Graph Neural Networks for Aerodynamic Flow Reconstruction from Sparse Sensing. CoRR (2023)
Giacomo Arcieri, Cyprien Hoelzl, Oliver Schwery, Daniel Straub, Konstantinos G. Papakonstantinou, Eleni N. Chatzi
POMDP inference and robust solution via deep reinforcement learning: An application to railway optimal maintenance. CoRR (2023)
Yuriy Marykovskiy, Thomas Clark, Justin Day, Marcus Wiens, Charles Henderson, Julian Quick, Imad Abdallah, Anna Maria Sempreviva, Jean-Paul Calbimonte, Eleni N. Chatzi, Sarah Barber
Knowledge Engineering for Wind Energy. CoRR (2023)
Marcus Haywood-Alexander, Wei Liu, Kiran Bacsa, Zhilu Lai, Eleni N. Chatzi
Discussing the Spectra of Physics-Enhanced Machine Learning via a Survey on Structural Mechanics Applications. CoRR (2023)
Giacomo Arcieri, Cyprien Hoelzl, Oliver Schwery, Daniel Straub, Konstantinos G. Papakonstantinou, Eleni N. Chatzi
Bridging POMDPs and Bayesian decision making for robust maintenance planning under model uncertainty: An application to railway systems. Reliab. Eng. Syst. Saf. 239 (2023)
Tommaso Polonelli, Julien Deparday, Imad Abdallah, Sarah Barber, Eleni N. Chatzi, Michele Magno
Instrumentation and Measurement Systems: Aerosense: A Wireless, Non-Intrusive, Flexible, and MEMS-Based Aerodynamic and Acoustic Measurement System for Operating Wind Turbines. IEEE Instrum. Meas. Mag. 26 (4) (2023)
Hao Dong, Ismail Nejjar, Han Sun, Eleni N. Chatzi, Olga Fink
SimMMDG: A Simple and Effective Framework for Multi-modal Domain Generalization. NeurIPS (2023)
Thomas Simpson, Konstantinos Vlachas, Anthony Garland, Nikolaos Dervilis, Eleni N. Chatzi
VpROM: A novel Variational AutoEncoder-boosted Reduced Order Model for the treatment of parametric dependencies in nonlinear systems. CoRR (2023)
Cyprien Hoelzl, Giacomo Arcieri, Lucian Ancu, Stanislaw Banaszak, Aurelia Kollros, Vasilis K. Dertimanis, Eleni N. Chatzi
Fusing Expert Knowledge with Monitoring Data for Condition Assessment of Railway Welds. Sensors 23 (5) (2023)
Cyprien Amadis Hoelzl, Vasilis K. Dertimanis, Lucian Ancu, Aurelia Kollros, Eleni N. Chatzi
Vold-Kalman Filter Order tracking of Axle Box Accelerations for Railway Stiffness Assessment. CoRR (2022)
Giacomo Arcieri, Cyprien Hoelzl, Oliver Schwery, Daniel Straub, Konstantinos G. Papakonstantinou, Eleni N. Chatzi
Bridging POMDPs and Bayesian decision making for robust maintenance planning under model uncertainty: An application to railway systems. CoRR (2022)
Konstantinos Tatsis, Vasilis K. Dertimanis, Eleni N. Chatzi
Sequential Bayesian Inference for Uncertain Nonlinear Dynamic Systems: A Tutorial. CoRR (2022)
Federica Zonzini, Vasilis K. Dertimanis, Eleni N. Chatzi, Luca De Marchi
System Identification at the Extreme Edge for Network Load Reduction in Vibration-Based Monitoring. IEEE Internet Things J. 9 (20) (2022)
George Tsialiamanis, Charilaos Mylonas, Eleni N. Chatzi, David J. Wagg, Nikolaos Dervilis, Keith Worden
On an application of graph neural networks in population based SHM. CoRR (2022)
Thomas Simpson, Nikolaos Dervilis, Philippe Couturier, Nico Maljaars, Eleni N. Chatzi
Nonlinear Reduced Order Modelling of Soil Structure Interaction Effects via LSTM and Autoencoder Neural Networks. CoRR (2022)
Konstantinos Agathos, Tim Dodwell, Eleni N. Chatzi, Stéphane P. A. Bordas
An adapted deflated conjugate gradient solver for robust extended/generalised finite element solutions of large scale, 3D crack propagation problems. CoRR (2021)
Sergio Nicoli, Konstantinos Agathos, Eleni N. Chatzi
Moment fitted cut spectral elements for explicit analysis of guided wave propagation. CoRR (2021)
Thomas Simpson, Nikolaos Dervilis, Eleni N. Chatzi
Machine Learning Approach to Model Order Reduction of Nonlinear Systems via Autoencoder and LSTM Networks. CoRR (2021)
Yara Rossi, Konstantinos Tatsis, Mudathir Awadaljeed, Konstantin Arbogast, Eleni N. Chatzi, Markus Rothacher, John Clinton
Kalman Filter-Based Fusion of Collocated Acceleration, GNSS and Rotation Data for 6C Motion Tracking. Sensors 21 (4) (2021)
Charilaos Mylonas, Eleni N. Chatzi
Remaining Useful Life Estimation for Engineered Systems Operating under Uncertainty with Causal GraphNets. Sensors 21 (19) (2021)
Charilaos Mylonas, Imad Abdallah, Eleni N. Chatzi
Relational VAE: A Continuous Latent Variable Model for Graph Structured Data. CoRR (2021)
George Tsialiamanis, Charilaos Mylonas, Eleni N. Chatzi, Nikolaos Dervilis, David J. Wagg, Keith Worden
Foundations of Population-Based SHM, Part IV: The Geometry of Spaces of Structures and their Feature Spaces. CoRR (2021)
Thomas Simpson, Dimitrios Giagopoulos, Vasilis K. Dertimanis, Eleni N. Chatzi
On Dynamic Substructuring of Systems with Localised Nonlinearities. CoRR (2020)
Thomas Simpson, Nikolaos Dervilis, Eleni N. Chatzi
On the use of Nonlinear Normal Modes for Nonlinear Reduced Order Modelling. CoRR (2020)
Konstantinos Vlachas, Konstantinos Tatsis, Konstantinos Agathos, Adam R. Brink, Eleni N. Chatzi
A local basis approximation approach for nonlinear parametric model order reduction. CoRR (2020)
Konstantinos Tatsis, Vasilis K. Dertimanis, Yaowen Ou, Eleni N. Chatzi
GP-ARX-Based Structural Damage Detection and Localization under Varying Environmental Conditions. J. Sens. Actuator Networks 9 (3) (2020)
Imad Abdallah, Konstantinos Tatsis, Eleni N. Chatzi
Unsupervised local cluster-weighted bootstrap aggregating the output from multiple stochastic simulators. Reliab. Eng. Syst. Saf. 199 (2020)
Thomas Simpson, Vasilis K. Dertimanis, Costas Papadimitriou, Eleni N. Chatzi
On the Potenital of Dynamic Substructuring Methods for Model Updating. CoRR (2020)
Vasilis K. Dertimanis, Eleni N. Chatzi
Sensor Networks in Structural Health Monitoring: From Theory to Practice. J. Sens. Actuator Networks 9 (4) (2020)
Charilaos Mylonas, Eleni N. Chatzi
Remaining Useful Life Estimation Under Uncertainty with Causal GraphNets. CoRR (2020)
Carianne Martinez, David A. Najera-Flores, Adam R. Brink, D. Dane Quinn, Eleni N. Chatzi, Stephanie Forrest
Confronting Domain Shift in Trained Neural Networks. Preregister@NeurIPS (2020)
Charilaos Mylonas, George Tsialiamanis, Keith Worden, Eleni N. Chatzi
Bayesian graph neural networks for strain-based crack localization. CoRR (2020)
Yunus Emre Harmanci, Utku Gülan, Markus Holzner, Eleni N. Chatzi
A Novel Approach for 3D-Structural Identification through Video Recording: Magnified Tracking. Sensors 19 (5) (2019)
Giovanni Capellari, Eleni N. Chatzi, Stefano Mariani
Cost-Benefit Optimization of Structural Health Monitoring Sensor Networks. Sensors 18 (7) (2018)
Sergey V. Kovalchuk, Valeria V. Krzhizhanovskaya, Petros Koumoutsakos, Eleni N. Chatzi, Michael Harold Lees, Jack J. Dongarra, Peter M. A. Sloot
The art of computational science: Bridging gaps - forming alloys. J. Comput. Sci. 26 (2018)
Simona Bogoevska, Minas Spiridonakos, Eleni N. Chatzi, Elena Dumova-Jovanoska, Rudiger Höffer
A Data-Driven Diagnostic Framework for Wind Turbine Structures: A Holistic Approach. Sensors 17 (4) (2017)
Braulio Barahona, Cyprien Hoelzl, Eleni N. Chatzi
Applying design knowledge and machine learning to scada data for classification of wind turbine operating regimes. SSCI (2017)
Petros Koumoutsakos, Eleni N. Chatzi, Valeria V. Krzhizhanovskaya, Michael Lees, Jack J. Dongarra, Peter M. A. Sloot
The Art of Computational Science, Bridging Gaps - Forming Alloys. Preface for ICCS 2017. ICCS (2017)
Mylonas Charilaos, Valentin Bemetz, Eleni N. Chatzi
Multiscale Surrogate Modeling and Uncertainty Quantification for Periodic Composite Structures. CoRR (2017)
Bratislav Svetozarevic, Zoltán Nagy, Johannes Hofer, Dominic Jacob, Moritz Begle, Eleni N. Chatzi, Arno Schlueter
SoRo-Track: A two-axis soft robotic platform for solar tracking and building-integrated photovoltaic applications. ICRA (2016)
C. Fuggini, Eleni N. Chatzi, D. Zangani
Combining Genetic Algorithms with a Meso-Scale Approach for System Identification of a Smart Polymeric Textile. Comput. Aided Civ. Infrastructure Eng. 28 (3) (2013)
Juliana Felkner, Eleni N. Chatzi, Toni Kotnik
Interactive particle swarm optimization for the architectural design of truss structures. CIES (2013)