Eleni Chatzi
Full Professor
Researches structural health monitoring, combining physics-based models with machine learning for digital twins of engineered structures.
Eleni Chatzi's lab at ETH Zurich works on medical imaging & healthcare AI and physics, climate & scientific computing. 154 papers since 2023, 1 at top venues, mostly Machine Learning and Neural Networks. 26 alumni, most often to external page irmos technologies AG and Shaanxi Coal And Chemical Industry Group Co..
At a glance
- papers, 2023–2026
- 40/ year
- at T1 venues
- 1%
- PhD students
- 0
- MS students
- 0
- alumni listed
- 26
Papers by yearfrom the lab homepage, 2023–2026
- 21 papers2026 · T1 0 · collecting
- 39 papers2025 · T1 1
- 62 papers2024 · T1 0
- 32 papers2023 · T1 0
T1 venuesOtherVenues: Machine Learning, Neural Networks, TNNLS
Research focuspaper titles that use each topic's words
- Physics, climate & scientific computing14 papers
- Medical imaging & healthcare AI11 papers
- health monitoring11 papers
- geomatic0 papers
- geomatic engineering0 papers
Paper list
From the lab homepage.
202621 papers
- World Conference Structural Control & Monitoring, Sheffield, United Kingdom, Jul, 19, - Jul, 22, .A BIM2Struct Digital Twin Framework for Integrating Component-Level Information Updates into Life-Cycle Structural Vulnerability and Reliability Assessment
- Journal of Sound and VibrationA comparison of deterministic and Bayesian model updating frameworks for identifying offshore wind turbine foundation parameters (opens in a new tab)
- Mechanical Systems and Signal ProcessingA comprehensive review of indirect bridge health monitoring (opens in a new tab)
- Data-Centric EngineeringA GAN-based framework for generating STFT spectrograms of rare acoustic events in structural health monitoring (opens in a new tab)
- Reliability Engineering & System SafetyA multi-model probabilistic framework for seismic risk assessment and retrofit planning of electric power networks (opens in a new tab)
- Engineering StructuresA two-tier SHM framework for nonlinear identification of friction pendulum isolators in base-isolated buildings (opens in a new tab)
- Mechanical Systems and Signal ProcessingBeyond static models: Hypernetworks for adaptive and generalizable forecasting in complex parametric dynamical systems (opens in a new tab)
- Neural NetworksDeep belief Markov models for POMDP inference (opens in a new tab)
- Materials EvaluationDigital Twins for Bridge Management (opens in a new tab)
- Engineering StructuresDirect Mandrel prestraining method for shape memory couplers: Insight into mechanics of prestraining and implications on SME (opens in a new tab)
- Journal of Sound and VibrationEMetaNode: Electromechanical Friction-Induced Metamaterial Node for Broadband Vibration Attenuation and Self-powered Sensing (opens in a new tab)
- Advanced Engineering InformaticsGuided generation of strut-and-tie models for reinforced concrete structures with parametric graph grammatical evolution (opens in a new tab)
202539 papers
- Computer Methods in Applied Mechanics and EngineeringA Bayesian framework for constitutive model identification via use of full field measurements, with application to heterogeneous materials (opens in a new tab)
- Journal of Sound and VibrationA sub-structuring approach to overcome model limitations for input-state estimation of offshore wind turbines (opens in a new tab)
- Engineering StructuresAn indirect data-driven model-updating framework to estimate soil–pile interaction parameters using output-only data (opens in a new tab)
- Thin-Walled StructuresArresting fatigue cracks in steel plates using prestressed bonded Fe-SMA strips: Analytical prediction and experimental validation (opens in a new tab)
- International Operational Modal Analysis Conference (IOMAC ), Rennes, FranceDamage Identification in Rotary Shafts via Vibration Monitoring and Physics-Informed Neural Networks
- XX Convegno ANIDIS , Assisi, ItalyDynamic identification of seismic isolator properties in base-isolated buildings (opens in a new tab)
- StructuresEffects of surface undulation on fatigue of wire arc additively manufactured ER70S-6 steel: Numerical and analytical models (opens in a new tab)
- Applied SciencesExplainable, Flexible, Frequency Response Function-Based Parametric Surrogate for Guided Wave-Based Evaluation in Multiple Defect Scenarios (opens in a new tab)
- Wind Energy ScienceGaussian mixture autoencoder for uncertainty-aware damage identification in a floating offshore wind turbine (opens in a new tab)
- Journal of Engineering MechanicsGaussian Process-Based Optimal Design of a Negative Stiffness Device under Stochastic Seismic Excitation (opens in a new tab)
- fib Symposium : Concrete Structures - extend lifespan, limit impacts, Antibes, FranceGenerative design of reinforced concrete structures incorporating constructability aspects
- Mechanical Systems and Signal ProcessingGrammar-based ordinary differential equation discovery (opens in a new tab)
202462 papers
- IASS Annual Symposium: Redefining the Art of Structural Design, Zurich, SwitzerlandA grammar-based framework for strut-and-tie modelling of reinforced concrete structures
- International Conference on Smart Monitoring, Assessment and Rehabilitation of Civil Structures (SMAR ), Salerno, ItalyA Graphical Solution to Bond Capacity (opens in a new tab)
- Reliability Engineering & System SafetyA metric for assessing and optimizing data-driven prognostic algorithms for predictive maintenance (opens in a new tab)
- Mechanical Systems and Signal ProcessingA nonlinear damped metamaterial: Wideband attenuation with nonlinear bandgap and modal dissipation (opens in a new tab)
- Journal of Structural EngineeringA Robotic Automated Solution for Operational Modal Analysis of Bridges with High-Resolution Mode Shape Recovery (opens in a new tab)
- Mechanical Systems and Signal ProcessingA structure-preserving machine learning framework for accurate prediction of structural dynamics for systems with isolated nonlinearities (opens in a new tab)
- International Journal for Numerical Methods in EngineeringAccelerating structural dynamics simulations with localised phenomena through matrix compression and projection-based model order reduction (opens in a new tab)
- Journal of Computing and Information Science in EngineeringAn Enhanced Modeling Framework for Bearing Fault Simulation and Machine Learning-Based Identification With Bayesian-Optimized Hyperparameter Tuning (opens in a new tab)
- European Congress on Computational Methods in Applied Sciences and Engineering (ECCOMAS ), Lisboa, Portugal Zürich: ETH Zürich, June 3-7, .An Ontological Description of Physics-Enhanced Machine Learning
- Engineering StructuresAnalysis and design recommendations for structures strengthened by prestressed bonded Fe-SMA (opens in a new tab)
- Frontiers in Energy ResearchArchitecting a digital twin for wind turbine rotor blade aerodynamic monitoring (opens in a new tab)
- Mechanical Systems and Signal ProcessingAssessment of alternative covariance functions for joint input-state estimation via Gaussian Process latent force models in structural dynamics (opens in a new tab)
202332 papers
- International Workshop on Structural Health Monitoring (IWSHM ), Stanford, CA, USAA comparison of value-based and policy-based reinforcement learning for monitoring-informed railway maintenance planning (opens in a new tab)
- Mechanical Systems and Signal ProcessingA framework for quantifying the value of vibration-based structural health monitoring (opens in a new tab)
- ce/papersA full-scale case study of vibration-based structural health monitoring of bridges: prospects and open challenges (opens in a new tab)
- Structural Control and Health MonitoringA Model-Based Bayesian Inference Approach for On-Board Monitoring of Rail Roughness Profiles: Application on Field Measurement Data of the Swiss Federal Railways Network (opens in a new tab)
- Bulletin of the Seismological Society of AmericaA new paradigm for structural characterization, including rotational measurements at a single site. (opens in a new tab)
- IMAC Conference and Exposition on Structural Dynamics, Austin, TX, USAA Spatio-Temporal Model for Response and Distributed Wave Load Estimation on Offshore Wind Turbines (opens in a new tab)
- Mechanical Systems and Signal ProcessingAn adaptive-noise Augmented Kalman Filter approach for input-state estimation in structural dynamics (opens in a new tab)
- Reliability Engineering & System SafetyBridging POMDPs and Bayesian decision making for robust maintenance planning under model uncertainty: An application to railway systems (opens in a new tab)
- Engineering Fracture MechanicsDebonding model for nonlinear Fe-SMA strips bonded with nonlinear adhesives (opens in a new tab)
- International Conference on Structural Dynamics (EURODYN ), Delft, NetherlandsDesign and experimental verification of an extended KDamper - based vibration absorber (opens in a new tab)
- International Journal of Mechanical SciencesDesign of the negative stiffness NegSV mechanism for structural vibration attenuation exploiting resonance (opens in a new tab)
- SensorsDynamic Response Study of Piezoresistive Ti3C2-MXene Sensor for Structural Impacts (opens in a new tab)
Where alumni went26 listed, 56% to industry
Industry 10Academia 8
Most often to
- external page irmos technologies AG
- Shaanxi Coal And Chemical Industry Group Co.
Also to
- Distinguished Postdoctoral Fellow at Hong Kong Polytechnic University
- HKUST
- Hong Kong Polytechnic University
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