Eleni N. Chatzi

91 papers A* 4Misc 1Journal 82Unranked 4

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	A multi-model probabilistic framework for seismic risk assessment and retrofit planning of electric power networks. Reliab. Eng. Syst. Saf. Huangbin Liang, Beatriz Moya, Francisco Chinesta, Eleni N. Chatzi
2026	J	`jnl`	Advances in Multimodal Adaptation and Generalization: From Traditional Approaches to Foundation Models. IEEE Trans. Pattern Anal. Mach. Intell. Hao Dong, Moru Liu, Kaiyang Zhou, Eleni N. Chatzi, Juho Kannala, Cyrill Stachniss, Olga Fink
2026	J	`jnl`	Deep belief Markov models for POMDP inference. Neural Networks Giacomo Arcieri, Konstantinos G. Papakonstantinou, Daniel Straub, Eleni N. Chatzi
2026	J	`jnl`	Guided generation of strut-and-tie models for reinforced concrete structures with parametric graph grammatical evolution. Adv. Eng. Informatics Karin Yu, Eleni N. Chatzi, Walter Kaufmann, Michael A. Kraus
2026	J	`jnl`	Multimodal Learning for Arcing Detection in Pantograph-Catenary Systems. CoRR Hao Dong, Eleni N. Chatzi, Olga Fink
2026	J	`jnl`	Quantifying the value of seismic structural health monitoring for post-earthquake recovery of electric power system in terms of resilience enhancement. Reliab. Eng. Syst. Saf. Huangbin Liang, Beatriz Moya, Francisco Chinesta, Eleni N. Chatzi
2026	J	`jnl`	Resilience-based post disaster recovery optimization for infrastructure system via deep reinforcement learning. Reliab. Eng. Syst. Saf. Huangbin Liang, Beatriz Moya, Francisco Chinesta, Eleni N. Chatzi
2025	J	`jnl`	A Mechanistic Analysis of Transformers for Dynamical Systems. CoRR Gregory Duthé, Nikolaos Evangelou, Wei Liu, Ioannis G. Kevrekidis, Eleni N. Chatzi
2025	J	`jnl`	A Multi-Model Probabilistic Framework for Seismic Risk Assessment and Retrofit Planning of Electric Power Networks. CoRR Huangbin Liang, Beatriz Moya, Francisco Chinesta, Eleni N. Chatzi
2025	J	`jnl`	Adapting Vision-Language Models Without Labels: A Comprehensive Survey. CoRR Hao Dong, Lijun Sheng, Jian Liang, Ran He, Eleni N. Chatzi, Olga Fink
2025	J	`jnl`	Advances in Multimodal Adaptation and Generalization: From Traditional Approaches to Foundation Models. CoRR Hao Dong, Moru Liu, Kaiyang Zhou, Eleni N. Chatzi, Juho Kannala, Cyrill Stachniss, Olga Fink
2025	J	`jnl`	Automating Traffic Monitoring with SHM Sensor Networks via Vision-Supervised Deep Learning. CoRR Hanshuo Wu, Xudong Jian, Christos Lataniotis, Cyprien Hoelzl, Eleni N. Chatzi, Yves Reuland
2025	J	`jnl`	Beyond Static Models: Hypernetworks for Adaptive and Generalizable Forecasting in Complex Parametric Dynamical Systems. CoRR Pantelis R. Vlachas, Konstantinos Vlachas, Eleni N. Chatzi
2025	J	`jnl`	Causal Convolutional Neural Networks as Finite Impulse Response Filters. CoRR Kiran Bacsa, Wei Liu, Xudong Jian, Huangbin Liang, Eleni N. Chatzi
2025	J	`jnl`	Deep Belief Markov Models for POMDP Inference. CoRR Giacomo Arcieri, Konstantinos G. Papakonstantinou, Daniel Straub, Eleni N. Chatzi
2025	J	`jnl`	Geometric Autoencoder Priors for Bayesian Inversion: Learn First Observe Later. CoRR Arnaud Vadeboncoeur, Gregory Duthé, Mark Girolami, Eleni N. Chatzi
2025	J	`jnl`	Grammar-based Ordinary Differential Equation Discovery. CoRR Karin L. Yu, Eleni N. Chatzi, Georgios Kissas
2025	J	`jnl`	Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils. CoRR Gregory Duthé, Imad Abdallah, Eleni N. Chatzi
2025	J	`jnl`	Higher-order transmissibility and its linear approximation for in-service crack identification in train wheelset axles. CoRR Ehsan Naghizadeh, Paolo Tiso, Eleni N. Chatzi
2025	J	`jnl`	Modal Decomposition and Identification for a Population of Structures Using Physics-Informed Graph Neural Networks and Transformers. CoRR Xudong Jian, Kiran Bacsa, Gregory Duthé, Eleni N. Chatzi
2025	J	`jnl`	NNG-Mix: Improving Semi-Supervised Anomaly Detection With Pseudo-Anomaly Generation. IEEE Trans. Neural Networks Learn. Syst. Hao Dong, Gaëtan Frusque, Yue Zhao, Eleni N. Chatzi, Olga Fink
2025	J	`jnl`	On the Rate of Convergence of Kolmogorov-Arnold Network Regression Estimators. CoRR Wei Liu, Eleni N. Chatzi, Zhilu Lai
2025	J	`jnl`	Quantifying the Value of Seismic Structural Health Monitoring for post-earthquake recovery of electric power system in terms of resilience enhancement. CoRR Huangbin Liang, Beatriz Moya, Francisco Chinesta, Eleni N. Chatzi
2025	J	`jnl`	Response estimation and system identification of dynamical systems via physics-informed neural networks. Adv. Model. Simul. Eng. Sci. Marcus Haywood-Alexander, Giacomo Arcieri, Antonios Kamariotis, Eleni N. Chatzi
2025	J	`jnl`	Structured Kolmogorov-Arnold Neural ODEs for Interpretable Learning and Symbolic Discovery of Nonlinear Dynamics. CoRR Wei Liu, Kiran Bacsa, Loon Ching Tang, Eleni N. Chatzi
2025	J	`jnl`	To Trust Or Not To Trust Your Vision-Language Model's Prediction. CoRR Hao Dong, Moru Liu, Jian Liang, Eleni N. Chatzi, Olga Fink
2025	A*	`conf`	Towards Robust Multimodal Open-set Test-time Adaptation via Adaptive Entropy-aware Optimization. ICLR Hao Dong, Eleni N. Chatzi, Olga Fink
2025	J	`jnl`	Towards Robust Multimodal Open-set Test-time Adaptation via Adaptive Entropy-aware Optimization. CoRR Hao Dong, Eleni N. Chatzi, Olga Fink
2024	J	`jnl`	A Reduced Order Model conditioned on monitoring features for estimation and uncertainty quantification in engineered systems. CoRR Konstantinos Vlachas, Thomas Simpson, Anthony Garland, D. Dane Quinn, Charbel Farhat, Eleni N. Chatzi
2024	J	`jnl`	A metric for assessing and optimizing data-driven prognostic algorithms for predictive maintenance. Reliab. Eng. Syst. Saf. Antonios Kamariotis, Konstantinos Tatsis, Eleni N. Chatzi, Kai Goebel, Daniel Straub
2024	J	`jnl`	An Enhanced Modeling Framework for Bearing Fault Simulation and Machine Learning-Based Identification With Bayesian-Optimized Hyperparameter Tuning. J. Comput. Inf. Sci. Eng. Ricardo Ortiz, Piedad Miranda-Chiquito, Ángel Encalada-Dávila, Luis E. Marquez, Christian Tutivén, Eleni N. Chatzi, Christian E. Silva
2024	J	`jnl`	Monitoring-Supported Value Generation for Managing Structures and Infrastructure Systems. CoRR 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
2024	A*	`conf`	MultiOOD: Scaling Out-of-Distribution Detection for Multiple Modalities. NeurIPS Hao Dong, Yue Zhao, Eleni N. Chatzi, Olga Fink
2024	J	`jnl`	MultiOOD: Scaling Out-of-Distribution Detection for Multiple Modalities. CoRR Hao Dong, Yue Zhao, Eleni N. Chatzi, Olga Fink
2024	J	`jnl`	POMDP inference and robust solution via deep reinforcement learning: an application to railway optimal maintenance. Mach. Learn. Giacomo Arcieri, Cyprien Hoelzl, Oliver Schwery, Daniel Straub, Konstantinos G. Papakonstantinou, Eleni N. Chatzi
2024	J	`jnl`	Resilience-based post disaster recovery optimization for infrastructure system via Deep Reinforcement Learning. CoRR Huangbin Liang, Beatriz Moya, Francisco Chinesta, Eleni N. Chatzi
2024	J	`jnl`	Response Estimation and System Identification of Dynamical Systems via Physics-Informed Neural Networks. CoRR Marcus Haywood-Alexander, Giacomo Arcieri, Antonios Kamariotis, Eleni N. Chatzi
2024	—	`conf`	Towards Multimodal Open-Set Domain Generalization and Adaptation Through Self-supervision. ECCV (59) Hao Dong, Eleni N. Chatzi, Olga Fink
2024	J	`jnl`	Towards Multimodal Open-Set Domain Generalization and Adaptation through Self-supervision. CoRR Hao Dong, Eleni N. Chatzi, Olga Fink
2024	J	`jnl`	Using Graph Neural Networks and Frequency Domain Data for Automated Operational Modal Analysis of Populations of Structures. CoRR Xudong Jian, Yutong Xia, Gregory Duthé, Kiran Bacsa, Wei Liu, Eleni N. Chatzi
2023	J	`jnl`	Bridging POMDPs and Bayesian decision making for robust maintenance planning under model uncertainty: An application to railway systems. Reliab. Eng. Syst. Saf. Giacomo Arcieri, Cyprien Hoelzl, Oliver Schwery, Daniel Straub, Konstantinos G. Papakonstantinou, Eleni N. Chatzi
2023	J	`jnl`	Discussing the Spectra of Physics-Enhanced Machine Learning via a Survey on Structural Mechanics Applications. CoRR Marcus Haywood-Alexander, Wei Liu, Kiran Bacsa, Zhilu Lai, Eleni N. Chatzi
2023	J	`jnl`	Dynamic Response Study of Piezoresistive Ti3C2-MXene Sensor for Structural Impacts. Sensors Shreyas Srivatsa, Paul Sieber, Céline Hofer, André Robert, Siddhesh Raorane, Marianna Marciszko-Wiackowska, Krzysztof Grabowski, M. M. Nayak, Eleni N. Chatzi, Tadeusz Uhl
2023	J	`jnl`	Fusing Expert Knowledge with Monitoring Data for Condition Assessment of Railway Welds. Sensors Cyprien Hoelzl, Giacomo Arcieri, Lucian Ancu, Stanislaw Banaszak, Aurelia Kollros, Vasilis K. Dertimanis, Eleni N. Chatzi
2023	J	`jnl`	Graph Neural Networks for Aerodynamic Flow Reconstruction from Sparse Sensing. CoRR Gregory Duthé, Imad Abdallah, Sarah Barber, Eleni N. Chatzi
2023	J	`jnl`	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. Tommaso Polonelli, Julien Deparday, Imad Abdallah, Sarah Barber, Eleni N. Chatzi, Michele Magno
2023	J	`jnl`	Knowledge Engineering for Wind Energy. CoRR 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
2023	J	`jnl`	NNG-Mix: Improving Semi-supervised Anomaly Detection with Pseudo-anomaly Generation. CoRR Hao Dong, Gaëtan Frusque, Yue Zhao, Eleni N. Chatzi, Olga Fink
2023	J	`jnl`	POMDP inference and robust solution via deep reinforcement learning: An application to railway optimal maintenance. CoRR Giacomo Arcieri, Cyprien Hoelzl, Oliver Schwery, Daniel Straub, Konstantinos G. Papakonstantinou, Eleni N. Chatzi
2023	A*	`conf`	SimMMDG: A Simple and Effective Framework for Multi-modal Domain Generalization. NeurIPS Hao Dong, Ismail Nejjar, Han Sun, Eleni N. Chatzi, Olga Fink
2023	J	`jnl`	SimMMDG: A Simple and Effective Framework for Multi-modal Domain Generalization. CoRR Hao Dong, Ismail Nejjar, Han Sun, Eleni N. Chatzi, Olga Fink
2023	J	`jnl`	VpROM: A novel Variational AutoEncoder-boosted Reduced Order Model for the treatment of parametric dependencies in nonlinear systems. CoRR Thomas Simpson, Konstantinos Vlachas, Anthony Garland, Nikolaos Dervilis, Eleni N. Chatzi
2022	J	`jnl`	Bridging POMDPs and Bayesian decision making for robust maintenance planning under model uncertainty: An application to railway systems. CoRR Giacomo Arcieri, Cyprien Hoelzl, Oliver Schwery, Daniel Straub, Konstantinos G. Papakonstantinou, Eleni N. Chatzi
2022	J	`jnl`	Neural Extended Kalman Filters for Learning and Predicting Dynamics of Structural Systems. CoRR Wei Liu, Zhilu Lai, Kiran Bacsa, Eleni N. Chatzi
2022	J	`jnl`	Neural Modal ODEs: Integrating Physics-based Modeling with Neural ODEs for Modeling High Dimensional Monitored Structures. CoRR Zhilu Lai, Wei Liu, Xudong Jian, Kiran Bacsa, Limin Sun, Eleni N. Chatzi
2022	J	`jnl`	Nonlinear Reduced Order Modelling of Soil Structure Interaction Effects via LSTM and Autoencoder Neural Networks. CoRR Thomas Simpson, Nikolaos Dervilis, Philippe Couturier, Nico Maljaars, Eleni N. Chatzi
2022	J	`jnl`	On an application of graph neural networks in population based SHM. CoRR George Tsialiamanis, Charilaos Mylonas, Eleni N. Chatzi, David James Wagg, Nikolaos Dervilis, Keith Worden
2022	J	`jnl`	Sequential Bayesian Inference for Uncertain Nonlinear Dynamic Systems: A Tutorial. CoRR Konstantinos Tatsis, Vasilis K. Dertimanis, Eleni N. Chatzi
2022	J	`jnl`	System Identification at the Extreme Edge for Network Load Reduction in Vibration-Based Monitoring. IEEE Internet Things J. Federica Zonzini, Vasilis K. Dertimanis, Eleni N. Chatzi, Luca De Marchi
2022	J	`jnl`	Vold-Kalman Filter Order tracking of Axle Box Accelerations for Railway Stiffness Assessment. CoRR Cyprien Amadis Hoelzl, Vasilis K. Dertimanis, Lucian Ancu, Aurelia Kollros, Eleni N. Chatzi
2021	J	`jnl`	An adapted deflated conjugate gradient solver for robust extended/generalised finite element solutions of large scale, 3D crack propagation problems. CoRR Konstantinos Agathos, Tim J. Dodwel, Eleni N. Chatzi, Stéphane P. A. Bordas
2021	J	`jnl`	Foundations of Population-Based SHM, Part IV: The Geometry of Spaces of Structures and their Feature Spaces. CoRR George Tsialiamanis, Charilaos Mylonas, Eleni N. Chatzi, Nikolaos Dervilis, David James Wagg, Keith Worden
2021	J	`jnl`	Kalman Filter-Based Fusion of Collocated Acceleration, GNSS and Rotation Data for 6C Motion Tracking. Sensors Yara Rossi, Konstantinos Tatsis, Mudathir Awadaljeed, Konstantin Arbogast, Eleni N. Chatzi, Markus Rothacher, John Clinton
2021	J	`jnl`	Machine Learning Approach to Model Order Reduction of Nonlinear Systems via Autoencoder and LSTM Networks. CoRR Thomas Simpson, Nikolaos Dervilis, Eleni N. Chatzi
2021	J	`jnl`	Moment fitted cut spectral elements for explicit analysis of guided wave propagation. CoRR Sergio Nicoli, Konstantinos Agathos, Eleni N. Chatzi
2021	J	`jnl`	Physics-guided Deep Markov Models for Learning Nonlinear Dynamical Systems with Uncertainty. CoRR Wei Liu, Zhilu Lai, Kiran Bacsa, Eleni N. Chatzi
2021	J	`jnl`	Relational VAE: A Continuous Latent Variable Model for Graph Structured Data. CoRR Charilaos Mylonas, Imad Abdallah, Eleni N. Chatzi
2021	J	`jnl`	Remaining Useful Life Estimation for Engineered Systems Operating under Uncertainty with Causal GraphNets. Sensors Charilaos Mylonas, Eleni N. Chatzi
2021	J	`jnl`	Value of information from vibration-based structural health monitoring extracted via Bayesian model updating. CoRR Antonios Kamariotis, Eleni N. Chatzi, Daniel Straub
2021	J	`jnl`	Which Model To Trust: Assessing the Influence of Models on the Performance of Reinforcement Learning Algorithms for Continuous Control Tasks. CoRR Giacomo Arcieri, David Wölfle, Eleni N. Chatzi
2020	J	`jnl`	A local basis approximation approach for nonlinear parametric model order reduction. CoRR Konstantinos Vlachas, Konstantinos Tatsis, Konstantinos Agathos, Adam R. Brink, Eleni N. Chatzi
2020	J	`jnl`	Bayesian graph neural networks for strain-based crack localization. CoRR Charilaos Mylonas, George Tsialiamanis, Keith Worden, Eleni N. Chatzi
2020	—	`conf`	Confronting Domain Shift in Trained Neural Networks. Preregister@NeurIPS Carianne Martinez, David A. Najera-Flores, Adam R. Brink, D. Dane Quinn, Eleni N. Chatzi, Stephanie Forrest
2020	J	`jnl`	GP-ARX-Based Structural Damage Detection and Localization under Varying Environmental Conditions. J. Sens. Actuator Networks Konstantinos Tatsis, Vasilis K. Dertimanis, Yaowen Ou, Eleni N. Chatzi
2020	J	`jnl`	On Dynamic Substructuring of Systems with Localised Nonlinearities. CoRR Thomas Simpson, Dimitrios Giagopoulos, Vasilis K. Dertimanis, Eleni N. Chatzi
2020	J	`jnl`	On the Potenital of Dynamic Substructuring Methods for Model Updating. CoRR Thomas Simpson, Vasilis K. Dertimanis, Costas Papadimitriou, Eleni N. Chatzi
2020	J	`jnl`	On the use of Nonlinear Normal Modes for Nonlinear Reduced Order Modelling. CoRR Thomas Simpson, Nikolaos Dervilis, Eleni N. Chatzi
2020	J	`jnl`	Remaining Useful Life Estimation Under Uncertainty with Causal GraphNets. CoRR Charilaos Mylonas, Eleni N. Chatzi
2020	J	`jnl`	Sensor Networks in Structural Health Monitoring: From Theory to Practice. J. Sens. Actuator Networks Vasilis K. Dertimanis, Eleni N. Chatzi
2020	J	`jnl`	Unsupervised local cluster-weighted bootstrap aggregating the output from multiple stochastic simulators. Reliab. Eng. Syst. Saf. Imad Abdallah, Konstantinos Tatsis, Eleni N. Chatzi
2019	J	`jnl`	A Novel Approach for 3D-Structural Identification through Video Recording: Magnified Tracking. Sensors Yunus Emre Harmanci, Utku Gülan, Markus Holzner, Eleni N. Chatzi
2019	J	`jnl`	Value of structural health monitoring quantification in partially observable stochastic environments. CoRR C. P. Andriotis, K. G. Papakonstantinou, Eleni N. Chatzi
2018	J	`jnl`	Cost-Benefit Optimization of Structural Health Monitoring Sensor Networks. Sensors Giovanni Capellari, Eleni N. Chatzi, Stefano Mariani
2018	J	`jnl`	The art of computational science: Bridging gaps - forming alloys. J. Comput. Sci. Sergey V. Kovalchuk, Valeria V. Krzhizhanovskaya, Petros Koumoutsakos, Eleni N. Chatzi, Michael Harold Lees, Jack J. Dongarra, Peter M. A. Sloot
2017	J	`jnl`	A Data-Driven Diagnostic Framework for Wind Turbine Structures: A Holistic Approach. Sensors Simona Bogoevska, Minas Spiridonakos, Eleni N. Chatzi, Elena Dumova-Jovanoska, Rudiger Höffer
2017	—	`conf`	Applying design knowledge and machine learning to scada data for classification of wind turbine operating regimes. SSCI Braulio Barahona, Cyprien Hoelzl, Eleni N. Chatzi
2017	J	`jnl`	Multiscale Surrogate Modeling and Uncertainty Quantification for Periodic Composite Structures. CoRR Mylonas Charilaos, Valentin Bemetz, Eleni N. Chatzi
2017	Misc	`conf`	The Art of Computational Science, Bridging Gaps - Forming Alloys. Preface for ICCS 2017. ICCS Petros Koumoutsakos, Eleni N. Chatzi, Valeria V. Krzhizhanovskaya, Michael Lees, Jack J. Dongarra, Peter M. A. Sloot
2016	A*	`conf`	SoRo-Track: A two-axis soft robotic platform for solar tracking and building-integrated photovoltaic applications. ICRA Bratislav Svetozarevic, Zoltán Nagy, Johannes Hofer, Dominic Jacob, Moritz Begle, Eleni N. Chatzi, Arno Schlueter
2013	J	`jnl`	Combining Genetic Algorithms with a Meso-Scale Approach for System Identification of a Smart Polymeric Textile. Comput. Aided Civ. Infrastructure Eng. Clemente Fuggini, Eleni N. Chatzi, Donato Zangani
2013	—	`conf`	Interactive particle swarm optimization for the architectural design of truss structures. CIES Juliana Felkner, Eleni N. Chatzi, Toni Kotnik