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).
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Daily Overview |
| 8:30am - 10:10am |
Electromagnetic - 1: Electromagnetic and electric sensors - 1 Development and Performance Validation of an Openable Yoke-Type E/M Sensor for Tension Force Monitoring in Tension Members 8:50am - 9:10am Development of Magnetic Flux Leakage Sensor for Local Damage Detection in Chain 9:10am - 9:30am Diagnosis of weld integrity in cylindrical Li-ion cells using Time-Domain Reflectometry 9:30am - 9:50am Development of ultrasonic and electromagnetic embedded sensor systems for monitoring reinforced concrete structures 9:50am - 10:10am Electromagnetic Assessment of Fatigue Degradation in Ferromagnetic Steel in View of Statistics and Monitoring |
FO - Vibrations: Fiber-Optic - Vibrations monitoring Integrated Static and Dynamic Monitoring of Prestressed Concrete Beams Using Long-Gauge FBG Strain Sensors and OMA Based Strain Mode Shapes 8:50am - 9:10am Integrated Photonic Multisensors for Structural Health Monitoring and Manufacturing of Composite Aerospace Structures 9:10am - 9:30am DAS covering full monitoring needs of an enlarged concrete deck viaduct 9:30am - 9:50am Contact force measurements of pantographs using distributed fiber optic sensing with DSS and DAS 9:50am - 10:10am Uncertainty-aware placement of fibre Bragg grating cables in aircraft wings |
GW - Applications: Guided Waves - Applications Guided wave monitoring of offshore wind turbine monopiles 8:50am - 9:10am Accuracy in reconstructing guided ultrasonic wave signals using frequency response functions 9:10am - 9:30am Towards Condition-Based Maintenance of Rail Cooling Systems: Corrosion Detection with Guided Waves and Coolant State Monitoring 9:30am - 9:50am Guided Ultrasonic Wave Imaging and Defect Detection in Offshore Piled Foundations for SHM Applications 9:50am - 10:10am Guided ultrasonic wave techniques for statistical characterization of corrosion in plate structures |
MEMS - 1: MEMS and accelerometers - 1 Decentralized Sensor Self-Diagnostics Using a Dual Kalman Filter on Acceleration Measurements 8:50am - 9:10am Influence of Modeling Uncertainties in Accelerometer-based Strain Estimation for Wind Turbine Support Structures 9:10am - 9:30am An Integrated Framework for Automated Static and Dynamic Model Updating in Bridge SHM 9:30am - 9:50am Portable tromograph networks for dynamic characterization of heritage masonry buildings: application to Poniatowski-Guadagni Palace in Florence |
| New Sensors - 2: Development of sensors and sensing elements - 2 Fully Aerosol-jet-printed Nanocomposite Piezoresistive Sensors with An Auxetic Design for Structural Health Monitoring of Spacecraft 8:50am - 9:10am A Constitutive Model for Carbon Nanotube and Carbon Black Reinforced Rubber Nanocomposite Sensors Applied to Structural Health Monitoring 9:10am - 9:30am A Full-Scale Experimental Framework for Condition-Based Assessment of Elastomeric Seismic Isolators 9:30am - 9:50am Multi-Objective Optimization of 3D-Printed Piezoresistive Sensors for Structural Health Monitoring 9:50am - 10:10am 3D Printed Short carbon fibre – PP sensors for Large Structures Real –Time Strain Monitoring |
SS18 - 3: Digital Twins for Structural Health Monitoring of Complex Mechanical Systems - 3 Multiresolution wavelet-based reduced order model with an eye towards digital twin applications 8:50am - 9:10am Optimising Aircraft Fleet Maintenance with Reinforcement Learning: A numerical case study 9:10am - 9:30am Observer-Based Virtual Sensing for Structural Health Monitoring: Experimental Validation on a Ship Hull Model 9:30am - 9:50am A New System for Wind Turbine Blade Monitoring and Predictive Maintenance: Integrating Laser Scanning and Digital Twins. 9:50am - 10:10am Domain adaptation for fatigue crack monitoring in CHS X-joints across dissimilar source and target designs |
SS4 - 1: Uses of UltraSonic Embedded Sensors for the Non-Destructive Evaluation and Structural Health Monitoring of Infrastructure and Human-Built Objects - 1 Effect of Different Support Materials of Smart Sensor Layers on Lamb Waves Propagation 8:50am - 9:10am Characterization of wave generation in concrete using embedded PZT transducers under dynamic excitation 9:10am - 9:30am Structural health monitoring during fatigue of composite marine propellers 9:30am - 9:50am Monitoring of Localized P-Wave Velocity Variations Using Travel-Time Inversion from Fiber Bragg Grating Measurements in a Resin Sample 9:50am - 10:10am FBG PIC-based interrogators for SHM applications |
SS5 - 2: BRIDGITISE an EU network on the digitalization of bridge integrity management - 2 Automatic Data Cleaning Framework of Large-Scale SHM Data 8:50am - 9:10am Automated Visual Inspection of Bridge Defect Segmentation Using Large-Scale Pretrained Models 9:10am - 9:30am Adaptive Service Life Prediction of Reinforced Concrete Structures Using Embedded Corrosion Wire Sensors 9:30am - 9:50am A Bayesian Network Framework for Updating Corrosion Parameters Using Heterogeneous Data 9:50am - 10:10am A decision approach for identification of optimal intervention methods in fatigue prone steel bridges |
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| SS7 - 3: Damage identification with smart sensor networks: combining physics-based models with data-driven methods - 3 Direction-Aware Physics-Informed Autoencoder for Damage-Insensitive Synchronization of Bridge Acceleration Signals 8:50am - 9:10am Vibration-based Damage Identification in Steel Frame Joints Using AI-Driven Metamodels and Substructuring 9:10am - 9:30am Field Validation of a High-Fidelity, Self-Calibrating and Continuously Updating Digital Twin for Bridge Structural Health Monitoring 9:30am - 9:50am Condition assessment of civil engineering structures using reduced-order models and structural health monitoring 9:50am - 10:10am Gaussian Process–Based Ice Detection Using Lamb Waves and Correlation Features |
Vision-based: Vision-based monitoring Uncertainty-Aware Active Vision for Autonomous Robotic Damage Inspection Using Transformer-Based Reinforcement Learning 8:50am - 9:10am A 2D–3D Point Cloud Fusion Method for Spatial Morphology Identification and Measurement of Structural Damage 9:10am - 9:30am Exploring Contactless Sensing Using Liquid Crystals: A New Innovative Approach to Structural Health Monitoring 9:30am - 9:50am Structural Monitoring of Pirâmides Railway Cable-Stayed Bridge: Tower Behaviour Analysis 9:50am - 10:10am Remote Stay-Cable Tension Estimation Using Single-Image Gravitational Sag Extraction |
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| 10:10am - 10:40am |
Coffee Break Location: Caravelle |
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| 10:40am - 12:00pm |
AC - Aerospace: Application Cases - Aerospace Advancing the Development of Condition-Based Maintenance for Commercial Transport Aircraft Structure 11:00am - 11:20am Local Wavenumber Identification for Passive Ice Detection: A Corrected Finite Difference Approach 11:20am - 11:40am Evaluation of a PZT/FBG guided wave system under cryogenic environment for reusable launch vehicle 11:40am - 12:00pm Robust, Simultaneous Multi-diagnostic Methods for Hot Spot Fatigue Crack Inspection using SMART Layers |
AI - PINN + hybrid: Artificial Intelligence - Physics-Informed Neural Network (PINN) and hybrid models Data-Guided Physics-Informed Neural Network with Fourier Features Enhancement for Euler-Bernoulli Beam Analysis 11:00am - 11:20am Physics-Augmented Deep Learning Approach for Identification of Structural Excitations 11:20am - 11:40am Neural Parameter Calibration for Identification of Nonlinear Hysteretic Behavior in Bolted Joints 11:40am - 12:00pm Structural parameter identification with hybrid physics informed neural network |
Electromagnetic - 2: Electromagnetic and electric sensors - 2 Damage Detection in Strain Gauge Networks Using Reduced Measurement Outputs 11:00am - 11:20am Advanced Corrosion Monitoring System for Existing Reinforced Concrete Structures Repaired with Sacrificial Anodes 11:20am - 11:40am Identification of strain-induced effective magnetization in the presence of multiple interference sources 11:40am - 12:00pm Improving Structural Health Monitoring Techniques Based on Electromechanical Impedance by Exploiting Mutual Impedance Effect |
GW - AI - 3: AI for Guided Waves - 3 Physics-informed neural networks for modeling Lamb-wave excitation in an elastic waveguide 11:00am - 11:20am Physics-informed Block Sparse Bayesian Learning for Baseline-free Guided Wave Damage Localization 11:20am - 11:40am Physics-Informed Neural Network for baseline-free damage diagnosis using Ultrasonic Guided Waves 11:40am - 12:00pm Interpretable Dual-Network Feature-Selection Framework for Guided Wave Damage Diagnosis on Composite Panels |
| GW - Passive: Guided Waves - Passive and ambient noise Manipulating ambient noise propagation for passive structural health monitoring 11:00am - 11:20am Operational passive ultrasonic guided waves measurement and reconstruction in ship hull 11:20am - 11:40am Evaluation of remaining flow capacity of pipe under ambient vibration measurement by computational modeling integration 11:40am - 12:00pm Guided waves emergence from acquired ambient noise excited by a turbulent boundary layer |
MEMS - 2: MEMS and accelerometers sensors - 2 Detection and classification of rail defects using accelerometers on axle boxes. 11:00am - 11:20am Aging Qualification of Elastomeric Bearings 11:20am - 11:40am Wheel/rail contact force identification and displacement reconstruction from measured track accelerations in a high-speed swing nose crossing 11:40am - 12:00pm Drive-By Bridge Monitoring using Smartphones |
Sensor network: Sensor network and optimal placement Inductive-Bias Gaussian Processes for Optimal Sensor Deployment in Large-Scale Structural Systems 11:00am - 11:20am Optimal Sensor Placement for Crack Localization Using XFEM-Generated Strain Fields 11:20am - 11:40am Optimum Sensor Placement Considering Modeling Uncertainties: Application on a Laboratory Benchmark Structure 11:40am - 12:00pm Evaluation of SHM technologies (piezoelectric polymer AE and distributed optical fiber) for damage detection in composite gaseous hydrogen storage vessels |
SS4 - 2: Uses of UltraSonic Embedded Sensors for the Non-Destructive Evaluation and Structural Health Monitoring of Infrastructure and Human-Built Objects - 2 High-Speed, High-Resolution On-Board Optical Time Stretch- based FBG Interrogation System for SHM 11:00am - 11:20am Triboelectric Nanogenerator as an alternative power source to SHM wireless sensor nodes 11:20am - 11:40am Adaptive Low-Rank Spectral Sensing for Ultrasonic SHM 11:40am - 12:00pm Experimental Analysis of Lamb Waves in Composite Panel Under Variable Temperature Conditions |
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| SS6: Machine learning and Bayesian methods in rotating machinery diagnostics Application of GMM-Based Subspace Fault Diagnosis for LPV systems with Unknown Scheduling 11:00am - 11:20am Unsupervised Fault Detection in Rotating Machinery via Gaussian-Process-Augmented AutoRegressive Modeling 11:20am - 11:40am Identification of system subjected to moving harmonic excitations 11:40am - 12:00pm Unsupervised Domain Adaptation for Anomaly Detection Using Autoencoders and Disentangled Latent Representations |
SS9: Quantum-Enhanced Structural Health Monitoring: A New Frontier in Intelligent Sensing and Diagnostics Toward Quantum Reinforcement Learning for Automated Neural Architecture Optimization in Structural Health Monitoring 11:00am - 11:20am Quantum Photonics Vibrometer for vibration-based damage detection 11:20am - 11:40am Integrating Quantum Finite Element Method and Bayesian Inference for Digital Twin Model Updating |
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| 12:00pm - 12:30pm |
Closing Location: Auditorium |
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| 12:30pm - 2:00pm |
Lunch box: Lunch box for participants registered to visits Location: Caravelle |
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| 2:00pm - 5:00pm |
Visit 2: LAAS Location: Laboratory System Analysis and Architecture |
Visit 3: LMDC Location: Laboratory of Material and Durability of Constructions |
Visit 4: ICA Location: Institut Clément Ader |
Visit 1: Airbus Mounting Line Location: Airbus Mounting Lines |
