The 12th European Workshop on Structural Health Monitoring
July 7th to 10th, 2026 | Toulouse, France
Conference Agenda
Overview and details of the sessions of this conference. Please select a date or location to show only sessions at that day or location. Please select a single session for detailed view (with abstracts and downloads if available).
|
Daily Overview |
| 8:30am - 10:00am |
Plenary Session - 3 Location: Auditorium Ultrasonic Monitoring Above and Below Ground – Practical Experience and the Road Ahead 9:15am - 10:00am Pushing Intelligence beyond the edge towards Omni-Layer Optimization of SHM Systems |
|||
| 10:00am - 10:30am |
Coffee Break Location: Caravelle |
|||
| 10:30am - 12:30pm |
AE - Methods: Acoustic Emissions - Methods Optimizing Sensor Cluster Placement for Acoustic Emission Source Localization in Plates using a Bayesian Framework 10:50am - 11:10am AE Source Localization in Spacecraft Structures: Classical vs. Wavefront-Shape Approaches 11:10am - 11:30am Prediction of progressive fracturing characteristics of sandstone under multi-field coupling based on acoustic emission waveform signal driven 11:30am - 11:50am Investigation into the Attenuative Properties of Materials Commonly Used for Wind Turbine Blade Applications 11:50am - 12:10pm Acoustic Emission Monitoring of Steel Joints Using Cepstral Coefficients 12:10pm - 12:30pm Acoustic Emission–Based Fatigue Crack Prediction and Microstructural Recognition in Additively Remanufactured Components |
Fatigue monitoring: Fatigue monitoring Thermal fatigue monitoring using ultrasound 10:50am - 11:10am Neural Network–Based Ultrasonic Evaluation of Fatigue Damage in Welded Stainless Steel Pipes 11:10am - 11:30am Probabilistic estimation of fatigue damage based on binned data from passive sensors 11:30am - 11:50am Data-Driven Crack Detection Framework for Full-Scale Fatigue Tests Based on Principal Component Analysis 11:50am - 12:10pm Analyze Attenuation of a Longitudinal Fabry-Perot Resonator for Sensitization Detection 12:10pm - 12:30pm Random Vibration Data-Driven Based Progressive Fatigue Damage Monitoring for a Population of Composite Structures via a Functional Multiple Model Framework |
FO - Applications: Fiber-Optic - Applications Preliminary Structural Health Monitoring Analysis of CFRP Cylinder Shaped Elements for Liquid Hydrogen Storage 10:50am - 11:10am Failure Mechanisms in 3D-Printed Carbon Fiber Reinforced Composites: A Micromechanics to Mesoscale Study with Embedded Fiber Optic Sensing 11:10am - 11:30am FBG-enabled in-situ monitoring in aeronautic tooling made of reused composite materials 11:30am - 11:50am Smart Pipe with Distributed Fiber-Optic Sensing System for Monitoring Scour around Monopile Foundation of Offshore Wind Turbine 11:50am - 12:10pm Fiber Optic Sensor-Based Impact Localization for Composite Wings to Improve Maintenance Efficiency and Operational Readiness 12:10pm - 12:30pm Distributed Acoustic Sensing for Traffic Monitoring via Cross-Modal Supervision |
GW - AI - 2: AI for Guided Waves - 2 Guided Wave-Based Structural Health Monitoring of Rails: A Deep Learning Approach for Damage Detection 10:50am - 11:10am Physics-Informed Prognostics for Mixed-Mode Fatigue Crack Growth in Curved Composites using Ultrasonic Guided Waves 11:10am - 11:30am Integrating Bayesian Uncertainty into an Explainable AI Framework for CWT-CNN Structural Damage Localization 11:30am - 11:50am Computer Vision Methods for Data Preprocessing of Convolutional Neural Networks for Ultrasonic Guided Waves Damage Assessment 11:50am - 12:10pm Data-Driven Identification of Partial Piezoelectric Sensor Debonding and Structural Damage Using a 1D-Convolutional Autoencoder for Guided-Wave SHM 12:10pm - 12:30pm Meta-Lens-Enhanced SHM Scheme Using GPR and Bayesian Inference for Localized Damage Identification |
| SS10 - 3: Knowledge transfer and data integration for structural health monitoring and system identification - 3 WIM-based Traffic Load Modeling for Long-span Dutch Bridge Life Assessment 10:50am - 11:10am Action-aided Particle Filter for Damage Diagnosis on Hysteretic Non-Linear Structures Under Varying Environmental Conditions 11:10am - 11:30am Damage Localization in Framed Structures using Peridynamic Models 11:30am - 11:50am Enhancing Dam Crest Displacement Predictions via PCA-Driven Thermal Feature Extraction: The Case Study of Ridracoli Dam 11:50am - 12:10pm Data-driven pathways to modal coordinates for structural damage detection 12:10pm - 12:30pm Evaluation of Supervised Damage Localization Methods: Impact of Model Accuracy |
SS17: Mobile-sensing prognostics and health management of transportation infrastructure Laboratory Validation of a Crowdsourced Drive-By Bridge Monitoring Method 10:50am - 11:10am Data augmentation for drive-by bridge damage detection 11:10am - 11:30am Causal graph modeling and analysis of bridge temperature–response mechanisms 11:30am - 11:50am Crowdsensing for indirect Footbridge Structural Health Monitoring using smartphones and bicycles 11:50am - 12:10pm Monitoring Infrastructure Vibrations with a Vehicle Platform: Mobile Sensing versus Conventional Accelerometers 12:10pm - 12:30pm Road roughness identification with in-vehicle smartphone sensors under varying vehicle speed |
SS19: Embedded Signal Processing and AI for Structural Health Monitoring A Lightweight Hyperdimensional Computing Framework for Damage Classification in Edge-Based SHM 10:50am - 11:10am Uncovering Invisible Delaminations: A MEMS Sensor Suite and Spectral-Subtraction Pipeline for Multilayer Diagnostics 11:10am - 11:30am Real-Time PAUT Defect Classification with Class-Weighted Knowledge Distillation 11:30am - 11:50am Embedded Artificial Intelligence enhanced guided-waves based SHM system for defects detection 11:50am - 12:10pm Real-time FPGA-Driven Structural Health Monitoring of Composite Structures Using Machine Learning-based Methods 12:10pm - 12:30pm Self-Supervised Contrastive Learning for Online Damage Detection in Bridge Acceleration Signals |
SS20 - 3: Vision-Based Techniques for Vibration Assessment and Structural Health Monitoring - 3 Data-driven delamination detection in CFRP panels using DIC under shear loading 10:50am - 11:10am Thermoelasticity-based full-field modal analysis and fatigue damage identification 11:10am - 11:30am Vibration-guided Virtual Sensor Network via Phase-based Full-field Displacement Measurement 11:30am - 11:50am Non-Contact Dynamic Monitoring of a RC Railway Arch Bridge Using Vision-Based Techniques 11:50am - 12:10pm Frequency Estimation Using Vision-Based Methods: A Blind Field Test of a Suspended Bridge for Comparison |
|
| SS22 - 1: Emergent SHM: co-design of structures and SHM systems - 1 Fully 4D printed actuator-sensor configuration for SHM applications 10:50am - 11:10am Piezoelectric Composites for Structural Health Monitoring via Guided Wave Transduction Control and Self-sensing Integration Scheme 11:10am - 11:30am Multifunctional Bondline for Strain-Based Health Monitoring and Increased Damage Tolerance in Adhesively Bonded Aircraft Structures 11:30am - 11:50am Modular SHM Array for Aircraft Applications 11:50am - 12:10pm Aeroelastic energy harvesting in cantilever systems and their fatigue analysis |
SS8: Satellite-based health monitoring for civil infrastructure Experimental validation of spaceborne SAR for measurement of structural vibrations 10:50am - 11:10am Multi-Satellite PS-InSAR and ML-Based Anomaly Detection for Bridge Monitoring 11:10am - 11:30am Integrated Thermal–Structural Modeling and Satellite-Based InSAR Monitoring of the Lower Liard River Bridge for Multi-Hazard Structural Health Assessment. 11:30am - 11:50am A physics-based framework for enhancing PSI bridge monitoring 11:50am - 12:10pm Assessment of railway transition zone settlements using InSAR – A comparison between Sentinel-1, TerraSAR-X and track recording car data 12:10pm - 12:30pm Autonomous PPP GNSS Time Series Integration for Cross-Border Tectonic Deformation Monitoring in Asia Minor |
|||
| 12:30pm - 2:00pm |
Lunch Location: Caravelle |
|||
| 2:00pm - 3:40pm |
AE - Technologies: Acoustic Emissions - Technologies Experimental Investigation of Ti3C2-MXene Sensors for Acoustic Emission Detection 2:20pm - 2:40pm Developing multi-type sensor network acquisition devices in a new generation of SHM technologies hardware 2:40pm - 3:00pm Development of Acoustic Emission pipeline for automated source identification, application to corrosion nature identification 3:00pm - 3:20pm Zero-Power Wireless Preamplifier System For In situ-Pressurized Tank Structural Health Monitoring 3:20pm - 3:40pm Resonance-Enhanced Acoustic Emission Sensing for Valve Micro-Leakage Detection |
AI - Transfer learning: Artificial Intelligence - Transfer learning Transfer learning for FPT-based AI models in damage detection and localization of civil engineering structures 2:20pm - 2:40pm Transfer Learning in Graph Neural Networks with Real-World Offshore Wind Farm Data 2:40pm - 3:00pm Evaluating Transfer Learning Strategies for Neural Network-based Impact Location Model 3:00pm - 3:20pm Transfer Learning of Multi-Fidelity Models for Damage Identification: A Case Study of Laboratory Steel Frames |
GW - Simulation - 1: Guided Waves - Simulation and modelling - 1 CIVA SHM for guided wave simulation: new developments of damping models and absorbing boundary layers 2:20pm - 2:40pm A hybrid Finite Element method for elastic wave propagation in single and bi-layer strands 2:40pm - 3:00pm Extending the sPOD for reduced-order modelling of elastic wave propagation and structural health monitoring applications 3:00pm - 3:20pm The excitability of zero-group velocity modes using piezoelectric wafer via normal mode expansion method 3:20pm - 3:40pm Numerical modeling of guided wave diffraction in seven-wire strands under axial load |
SS13 - 1: SHM of Populations and Fleets: Similarity, Transfer and Data-sharing - 1 A Fleet Monitoring Concept for Modular Exchangeable Hydrogen Tank Units 2:20pm - 2:40pm Recent approaches and main challenges in the transition to population-based structural health monitoring in wind energy 2:40pm - 3:00pm One-to-Population Transfer for Vibration-Based Damage Identification via Graph Learning from Sparse Sensors 3:00pm - 3:20pm A Methodology for Combining Synthetic Bridge Populations with Real-World Geospatial Context 3:20pm - 3:40pm Domain Adaptation for Cross-Span Damage Detection in Bridges via Statistic Alignment of Modal Features |
| SS18 - 1: Digital Twins for Structural Health Monitoring of Complex Mechanical Systems - 1 Digitalization and Demonstration of Structural Life Cycle Process Chains in View of Structural Health Monitoring 2:20pm - 2:40pm Extending the Concept of Bandwidth for Ground Testing of Aeronautical Systems 2:40pm - 3:00pm Efficient Pipeline Guided-Wave Modeling via WFE Dispersion and Route-Based Propagation Including Spiral Paths 3:00pm - 3:20pm Equation discovery with Bayesian tree-adjoining grammars for structural dynamics 3:20pm - 3:40pm A Digital Twin Platform for Smart Aircraft |
SS2: Economic Impact and Environmental Assessment of Structural Health Monitoring in Engineering Applications Cost Benefits of Introducing Structural Health Monitoring in New Generation Aircraft 2:20pm - 2:40pm Robust Ensemble Framework for Extrapolation and Uncertainty Quantification across Limited Time-Series Data in Prognostics 2:40pm - 3:00pm BINDT workshop on Accelerating Adoption of SHM Technologies 3:00pm - 3:20pm Cost–Benefit Analysis and Life Cycle Optimization of a Fibre Optic Structural Health Monitoring System for a Helicopter Rotor Blade |
SS20 - 4: Vision-Based Techniques for Vibration Assessment and Structural Health Monitoring - 4 Camera Motion Compensation for Bridge Monitoring Using Phase-Based Motion Estimation and IMU-Camera Calibration 2:20pm - 2:40pm Wavelet-Based Video Motion Magnification for Enhanced Visual Perception 2:40pm - 3:00pm Phase-Based Motion Magnification in Optical-Flow-Based Fatigue Crack Assessment 3:00pm - 3:20pm UAV-Based Data Acquisition Strategy for 0.2 mm Crack Detection in Bridge Inspection |
SS22 - 2: Emergent SHM: co-design of structures and SHM systems - 2 Accelerated Data Assimilation in Structural Health Monitoring via Reduced-Order Statistical FEM 2:20pm - 2:40pm Multi-Sensor Fusion for Aerospace Structural Health Indicators: Passive and Active Sensory Networks 2:40pm - 3:00pm Comparative Temperature-Dependent Performance of Hard, Soft, and Very-Soft PZT Transducers for Guided Wave Structural Health Monitoring 3:00pm - 3:20pm Unsupervised Constitutive Model Discovery from Sparse and Noisy Data A Fully-expandable, Lightweight and Low-power Sensing-Monitoring Integrated Network System for Aircraft Impact Monitoring Smart Skin |
|
| SS5 - 1: BRIDGITISE an EU network on the digitalization of bridge integrity management - 1 A Framework for Mobile Crowdsensing in Bridge Health Monitoring 2:20pm - 2:40pm Temperature-Induced Displacement Monitoring in Large-Span Bridges Using Multitemporal InSAR—A case study 2:40pm - 3:00pm MEMS-based sensing system with edge computing for real-time structural diagnostics 3:00pm - 3:20pm DINOv3 for Structural Health Monitoring: Assessing Foundation Model Features for Visual Bridge Inspection 3:20pm - 3:40pm Linking SHM and BrIM through IFC schema enrichment for bridge health monitoring |
SS7 - 1: Damage identification with smart sensor networks: combining physics-based models with data-driven methods - 1 A Physics-Informed Matching Pursuit Framework for Damage Detection in Pipes 2:20pm - 2:40pm A digital twin approach for diagnosing leaks in gas system installations using synthetic data and a simplified physical leakage model 2:40pm - 3:00pm Integrated Industrial Digital Platform Coupling Multiphysics Modeling, Machine Learning and SHM Data for the Durability Assessment of Concrete Structures: Application to Nuclear Waste Packages 3:00pm - 3:20pm Hybrid Digital Twin–Based Damage Detection via Physics-Informed Domain Adaptation and Deep Learning |
|||
| 3:40pm - 4:20pm |
Poster Session - 3: Poster Session - 3 Location: Hall Ariane |
Coffee Break Location: Caravelle |
||
| 4:20pm - 6:20pm |
AE - Applications: Acoustic Emissions - Applications Structural health monitoring of prestressed concrete railway sleepers using acoustic emission testing during static bending tests 4:40pm - 5:00pm Acoustic Emission (AE) Source Monitoring in Composite Wind Turbine Blades using Narrow Frequency Bands and Machine Learning 5:00pm - 5:20pm Acoustic emission monitoring of fatigue cracks on a polar vessel 5:20pm - 5:40pm Coating degradation monitoring through combined acoustic emission and electrochemical impedance spectroscopy measurements 5:40pm - 6:00pm Acoustic Emission-Based Early Warning of Thermal Runaway in Lithium-Ion Batteries 6:00pm - 6:20pm Influence of Moisture on the Acoustic Emission Signature in Natural Fiber Reinforced Polymers |
AI - SHM applications: Artificial Intelligence - SHM applications Integrated Structural Health Monitoring of Flax Fiber Reinforced Composites Using Nonlinear Resonance Acoustics, Acoustic Emission and Data-Driven Damage Identification 4:40pm - 5:00pm BRDF-Based Photometric Stereo with AI Anomaly Detection for Fine Defect Inspection on Painted Electronic Buttons 5:00pm - 5:20pm Temperature-Conditioned Latent Features Extraction 5:20pm - 5:40pm Monitoring of Civil Engineering Structures Using Temporal Convolutional Networks and Meteorological Data 5:40pm - 6:00pm Use of Principal Component Analysis and Autoencoder Neural Networks in Characterization of Acoustic Emission Waveforms from Composite Coupon Specimens 6:00pm - 6:20pm From Messy Data to Actionable Insights: Benchmarking Agentic AI Frameworks Across Real-World SHM Data Scenarios |
Damage detection: Damage detection EDF Developments in Structural Monitoring Sensors: Towards Accessible and Tailored Automation for Hydropower Infrastructure Surveillance 4:40pm - 5:00pm SHM to support the safe long-term operation of metallic pipes in nuclear power plants 5:00pm - 5:20pm Damage detection in pressure vessels by FBG sensors and PCA algorithms. 5:20pm - 5:40pm How small of a damage can we detect? Imposing gradual damage to a full-scale steel railway bridge 5:40pm - 6:00pm Optimization of Monitoring Systems in the early Days of the Life Cycle on New Bridges |
FO - DFOS: Fiber-Optic - Distributed Fiber Optic Sensing Hybrid PZT–Optical Fibre Structural Health Monitoring of a Full-Scale Thermoplastic Composite Flaperon Demonstrator under Realistic In-Service Scenarios 4:40pm - 5:00pm Distributed Fibre Optic Sensing for Long-Term Pavement Damage Detection: A Case Study A9 near Spielfeld, Austria 5:00pm - 5:20pm Investigation of the strain evolution in CFRP coupons subjected to LVI impact and compressive fatigue loads by distributed optical fiber sensors 5:20pm - 5:40pm Temperature-induced changes in bridge structural response observed during static load testing using distributed fiber optic sensing 5:40pm - 6:00pm Real-Time Buckling Monitoring of a Thin Rod Using Shape Sensing with Distributed Fiber-Optic Sensors 6:00pm - 6:20pm Examinations on temperature-humidity cross sensitivity calibrations for a distributed fiber optic sensor |
| GW - Simulation - 2: Guided Waves - Simulation and modelling - 2 Dispersion Modeling and Energy-Coupling Modal Extraction of Lamb Waves in Submerged Plates 4:40pm - 5:00pm Toward Reliable SPH-based SHM Simulation: Particle Arrangement for Accurate Wave Propagation in Thin Plates 5:00pm - 5:20pm Shape derivative for thickness loss estimation using ultrasonic guided waves in complex structures 5:20pm - 5:40pm Inverse Scattering Tomography for Quantitative Defect Imaging in Guided-Wave-Based SHM 5:40pm - 6:00pm On the value of physics-based models for experimental identification of guided wave damage interaction coefficients 6:00pm - 6:20pm Efficient simulation of guided wave testing through frequency-domain synthesis: a comparison with time-domain methods |
Modal analysis: Modal analysis Automated Operational Modal Analysis of two nearby, short-span highway viaducts 4:40pm - 5:00pm Modal Identification from Free Response Signals via Time-Domain Constrained Mode Decomposition 5:00pm - 5:20pm Hilbert Transform-Based OMA for Structural Health Monitoring 5:20pm - 5:40pm Damage in continuous systems to discrete modifications via sensitivity approach 5:40pm - 6:00pm Influence of Misfit Metrics on Frequency Domain Adjoint Based Parameter Identification in Structural Dynamics 6:00pm - 6:20pm Estimation of Resonant Piezoelectric Shunt Parameters from Stochastic Subspace Identification |
SS13 - 2: SHM of Populations and Fleets: Similarity, Transfer and Data-sharing - 2 On Heterogenous Bridge Monitoring Across Various Structural Changes by Hybridized Unsupervised Learning 4:40pm - 5:00pm An experimental dataset for environmental characterisation in PBSHM of bridges 5:00pm - 5:20pm Fleetwide Detection of Tower Tilt and Nacelle Load Characteristics Using Tri-Axial Accelerometer Measurements 5:20pm - 5:40pm On the application of Population-based SHM in industry: Asset readiness 5:40pm - 6:00pm On deformations of structures in population-based SHM 6:00pm - 6:20pm Energy distance approach for the condition monitoring of multi turbines using distributional studies. |
SS18 - 2: Digital Twins for Structural Health Monitoring of Complex Mechanical Systems - 2 STRiDe - a Self-Tuning Reduced Intelligent Digital environment 4:40pm - 5:00pm Adaptive Kalman Filtering equipped with GPU-based Model Class Selection algorithm for Real-Time Structural Health Monitoring 5:00pm - 5:20pm Integrated Numerical-Experimental Approach to Digital Twin Development for a Small-Scale Wind Turbine 5:20pm - 5:40pm Automated Integration of NDT Data into Digital Twins for Aircraft Structure Inspection: Results from the AIRPASS Project 5:40pm - 6:00pm Structure-preserving model order reduction for elastic guided wave simulations 6:00pm - 6:20pm A novel framework for probabilistic model updating using load test data and Non-Parametric Bayesian Networks |
|
| SS7 - 2: Damage identification with smart sensor networks: combining physics-based models with data-driven methods - 2 Physics-Informed Impact Identification (Phy-ID): Combining Physics and Data for Structural Health Monitoring of Aerospace Composites 4:40pm - 5:00pm Hybrid SHM System Based on Fiber Bragg Grating Sensors and Piezoelectric Actuators for Damage Detection in Composite Materials 5:00pm - 5:20pm An efficient multiparametric methodology for damage prognostics and SHM of ice protection composite laminates 5:20pm - 5:40pm A digital twin framework for in-service fatigue crack monitoring under complex loading 5:40pm - 6:00pm A bio-inspired knowledge and data perspective of smart sensor systems 6:00pm - 6:20pm Hybrid Physics-Data Framework for Next-Generation Bridge Structural Health Monitoring |
UT: SHM by UT Crack monitoring using an installed phased array and coded excitation 4:40pm - 5:00pm Design and Development of a low-cost, lightweight phased array Ultrasonic (UT) probe for wind turbine blade inspection 5:00pm - 5:20pm Ultrasonic monitoring of anti-corrosion lining degradation in metal-rubber barriers 5:20pm - 5:40pm Strategies for Improving the Time-Stretching Method for Temperature Compensation in Ultrasonic Structural Health Monitoring 5:40pm - 6:00pm Toward Deep Subwavelength Resolution: Exact Defect Shape Reconstruction via Geometrical Full Waveform Inversion 6:00pm - 6:20pm Strategic Asset Integrity Management – Inspect to Monitor to Process Optimization |
|||
| 7:00pm - 11:59pm |
Gala Dinner |
|||

