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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Agenda Overview |
| 9:00am - 12:00pm |
Short Course SHM - 1 https://rise.ulusofona.pt/courses/blended-shm-france |
SHM Academy - 1: SHM Academy - 1 https://www.testia.com/ndt-training/shm-academy/ |
| 2:00pm - 5:00pm |
Short Course SHM - 2 https://rise.ulusofona.pt/courses/blended-shm-france |
SHM Academy - 2: SHM Academy - 2 https://www.testia.com/ndt-training/shm-academy/ |
| 2:00pm - 6:00pm |
Registration Location: Registration Desk |
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| 7:30am - 9:00am |
Registration Location: Registration Desk |
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| 9:00am - 9:30am |
Opening Location: Auditorium |
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| 9:30am - 11:00am |
Plenary Session - 1 Location: Auditorium Innovation as a response to challenges – The French call for projects 'Connected Bridges' 10:15am - 11:00am The Digital-Physical Convergence: Scaling Structural Health Management for the Next Generation Maintenance |
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| 11:00am - 11:30am |
Coffee Break Location: Caravelle |
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| 11:30am - 12:30pm |
AI - Reliability: Artificial Intelligence - Reliability Remaining Useful Life Assessment Models for Bending Behaviour of Bonded Composite Structures: A Comparative Study 11:50am - 12:10pm Classification of automobile body repair types using multi-frequency thermography and machine learning 12:10pm - 12:30pm Hierarchical Bayesian Learning Framework for Damage Identification and Reliability Updating |
Coda: Coda Wave analysis for monitoring Preliminary Results on How Water-to-Cement Ratio Shapes the Thermal Modulation Response of Concrete 11:50am - 12:10pm Extraction of Defects Scattering Properties from Reverberating Coda Waves 12:10pm - 12:30pm Smart Aggregates and Wave Interferometry in Short-Term Static Load Tests on Zeeland Bridge: Insights from an Ongoing Two-Year Field Lab |
Contactless sensing: Contactless sensing Low-Cost FMCW Radar for Full-Field Vibration Monitoring of Bridges 11:50am - 12:10pm Characterization of Backscatter-based RF Phase Response to Water Content in Levees 12:10pm - 12:30pm Damage Localization in Lattice Sandwich Structures based on Local Dynamic Responses |
GW - Nonlinear - 1: Guided Waves - Nonlinear - 1 Acousto-Optic Tomography-Holography: Sensitive Damage Imaging in Composites by Nonlinear Acoustic Wave Modulation Spectroscopy 11:50am - 12:10pm Baseline-free imaging of artificial defects in a composite plate using asynchronous pump-probe amplitude modulation technique 12:10pm - 12:30pm Early Detection of Bolt Loosening Based on Thermo-elastic-plastic Interference on Vibro-acoustically Modulated Elastic Waves |
| SHM for Wind Turbine - 1: SHM for Wind Turbine - 1 Physics-Driven Integration of Trend Monitoring and Change Point Detection for Wind Turbine Blade SHM: An Experimental Validation 11:50am - 12:10pm Structural Health Monitoring of Wind Turbines through an Automated Operational Modal Analysis Workflow 12:10pm - 12:30pm A Parametric UMAP Dimensionality Reduction and LightGBM Framework for Bolted Joint Health Monitoring in Offshore Wind Turbine Support Structures |
SS1 - 1: Damage detectability and effects of environmental and operational variability in structural health monitoring - 1 Case Study on Temperature Effects on Bridge Frequencies 11:50am - 12:10pm Feature‑Family Benchmarking for Smart Damage Detection Across Distinct Structural Systems 12:10pm - 12:30pm Closed-Form Sensitivity Analysis of the Background, Resonant, and Inertial Responses of Floating Structures |
SS11 - 1: AI-powered structural sensing and health monitoring for civil engineering structures - 1 Unsupervised Deep Feature Engineering for Scour Monitoring in Railway Bridges Using Drive-by Measurements 11:50am - 12:10pm Unsupervised Defect Localization in Wind Turbine Blades from Drone Data: Adapting Deep Feature Reconstruction for Large-Scale Blade Inspection 12:10pm - 12:30pm Multi-physical SHM of concrete durability indicators using AI |
SS12 - 1: Advances in the application of the inverse Finite Element Method (iFEM) for real-time Deformation Reconstruction, Damage Detection, and Structural Health Monitoring - 1 Applied Computational Framework for Robust Inverse Finite Element Analysis and Digital Twin Programs: Integrating ABAQUS and iFEM 11:50am - 12:10pm Effect of Mesh Resolution and Data Sparsity on the Deformation Reconstruction and Strain Sensing using iFEM Methodology 12:10pm - 12:30pm Regularized iFEM/GBT for efficient Structural Health Monitoring of Thin-Walled Members |
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| SS15 - 1: Advancements in Smart Materials and Structures for SHM in Civil Engineering - 1 Self-Monitoring of Cracks Healing Process in TRC elements 11:50am - 12:10pm Strain-sensing behavior of smart cement-based composites under cyclic load 12:10pm - 12:30pm From Color Shift to Crack Monitoring: Mechanochromic Coatings as a new sensing technique |
SS21 - 1: Fiber-Optic Sensing for Sustainable and Scalable Structural Health Monitoring - 1 Opto-electronic system for ultrasonic waves measurement using Fiber Bragg Gratings sensors 11:50am - 12:10pm Effective model of Fiber Bragg Gratings for simulation of ultrasound measurements using Spectral finite elements 12:10pm - 12:30pm Investigation of micro ring resonator as a ultrasonic Guided wave sensor |
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| 12:30pm - 2:00pm |
Lunch Location: Caravelle |
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| 2:00pm - 3:40pm |
AI - Deep learning - 1: Artificial Intelligence - Deep learning - 1 Gated Multi-GPT Fusion for Unsupervised Structural Health Monitoring of Bridge Structures 2:20pm - 2:40pm A Deep Learning Framework for Predicting Fluid-induced Vibration and Fatigue Life in Pipelines 2:40pm - 3:00pm Rank-Reduction Autoencoder (RRAE): A Breakthrough Nonlinear Model-Order Reduction Framework for Next-Generation Structural Damage Detection 3:00pm - 3:20pm A Fault Diagnosis Method for Liquid Rocket Engines Based on a Propagation-Aware Dynamic Graph Network 3:20pm - 3:40pm An Adaptive Unsupervised Structural Health Monitoring Approach Using an Exclusion-Guided Convolutional Autoencoder |
GW - Nonlinear - 2: Guided Waves - Nonlinear - 2 Dual-Scale Nonlinear Dissipation Indicators (HF/LF) for Early Fatigue Damage Detection in Concrete Using Dynamic Acoustoelastic Testing 2:20pm - 2:40pm Nonlinear vibro-thermal damage imaging in thin plates by selective activation of defects using time-reversal elastic waves 2:40pm - 3:00pm Selected Aspects of Nonlinear Acoustics in Structural Health Monitoring Applications 3:00pm - 3:20pm Numerical Investigation on the Directionality of Nonlinear Guided Wave Path Interactions for Damage Imaging in Composite Structures 3:20pm - 3:40pm C-ADER Project: Monitoring Early-Stage Corrosion on Historical Aircraft Using Nonlinear Ultrasonic Guided Waves |
New Sensors - 1: Development of sensors and sensing elements - 1 A Robotic System for the Inspection/Monitoring of Structures using Solitary Waves 2:20pm - 2:40pm An electro-thermo-mechanical beam model for structural health monitoring of new ice protection laminate 2:40pm - 3:00pm Topological metamaterial for in and out-of-plane elastic wave conveying and signal enhancement 3:00pm - 3:20pm Impact damage identification for composite structures via laser-induced graphene-based electrical impedance tomography |
SHM for Wind Turbine - 2: SHM for Wind Turbine - 2 Initial Results for In-situ Structural Health Monitoring of Wind Turbine Blades using an FMCW Radar Network at 60GHz 2:20pm - 2:40pm Model updating of rotating wind turbines in operation for blade condition assessment 2:40pm - 3:00pm Multi-Mechanism Wearout Reliability Prediction for Long-Lifetime Optical FBGs SHM system 3:00pm - 3:20pm Field Testing of Decommissioned Wind Turbine Blades to Characterise Damage Behaviour for Operational Monitoring 3:20pm - 3:40pm Damage localization in wind turbine rotor blades using acoustic event detection |
| SS1 - 2: Damage detectability and effects of environmental and operational variability in structural health monitoring - 2 Damage detection under random and harmonic loads using autocovariance functions 2:20pm - 2:40pm Vibration-Based Robust Damage Detection Under Unobservable Operating Conditions via the re-Parametrized Functional Model Based Method 2:40pm - 3:00pm Time-dependent Residual Analysis in Grey-Box Modelling for Static Monitoring of Bridge Bearings 3:00pm - 3:20pm Unsupervised Detection of Freezing Events in Bridge Modal Frequencies 3:20pm - 3:40pm Regime-Switching Grey-Box Modelling of Stiffening Effects on Modal Parameters of a Lattice Tower |
SS11 - 2: AI-powered structural sensing and health monitoring for civil engineering structures - 2 AI-driven data synchronization in wireless structural health monitoring 2:20pm - 2:40pm Traversing blades and where to find them in visual-language latent landscapes: Exploring contextual computer-vision domains and model compression for tower-radar rotor monitoring 2:40pm - 3:00pm An Image-Based SHM Framework for Multi-Year Pavement Deterioration Modeling 3:00pm - 3:20pm Remaining useful life estimation of a railway bridge based on real traffic data 3:20pm - 3:40pm A Scalable AI-Driven Framework for Automated Road Condition Monitoring and Pavement Assessment |
SS12 - 2: Advances in the application of the inverse Finite Element Method (iFEM) for real-time Deformation Reconstruction, Damage Detection, and Structural Health Monitoring - 2 A novel iFEM-based framework for shape sensing in stiffened panels 2:20pm - 2:40pm Displacement Reconstruction and Sensor Placement Optimization of a Semi-Submersible Platform Based on the Inverse Finite Element Method 2:40pm - 3:00pm Full-Field Strain and Stress Reconstruction Using a Hybrid ML–iFEM Approach 3:00pm - 3:20pm Shape sensing in plane elasticity using strain measurements and hybrid-Trefftz inverse finite element method 3:20pm - 3:40pm Application of inverse finite element method in deformation monitoring of ship stiffened plate structure |
SS15 - 2: Advancements in Smart Materials and Structures for SHM in Civil Engineering - 2 Short and Continuous Carbon Fibers for Self-Monitoring Concrete Elements 2:20pm - 2:40pm Embedded Fiber Optic Sensing for Structural Health Monitoring in Large Format Additive Manufacturing: An Integrated Approach 2:40pm - 3:00pm Thermo-electrical responsive performances of ultra-high performance concrete for structural health self-adjusting and self-monitoring 3:00pm - 3:20pm Resistivity-Derived Features for Anomaly Detection in Self-Sensing Concrete under Monotonic and Ramp–Hold Loading 3:20pm - 3:40pm Smart Materials Electrometer V2.0: Evaluating Piezoresistance in Smart Construction Materials at Medium-Scale. |
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| SS21 - 2: Fiber-Optic Sensing for Sustainable and Scalable Structural Health Monitoring - 2 Ultrasonic waves measurements in stainless steel at high temperatures with microvoid femtosecond Fiber Bragg Gratings 2:20pm - 2:40pm DFOS-Based Monitoring of a Composite Railway Bridge with Embedded Fibres 2:40pm - 3:00pm Traffic-Induced Structural Response Monitoring of Bridges Using Distributed Fiber Optic Sensing 3:00pm - 3:20pm Rockfall Monitoring for Highways Based on Distributed Fiber Optics and Model Merging 3:20pm - 3:40pm Implementation of Distributed Fiber Optic Sensors for Structural Health Monitoring in New Bridge Structures |
SS3 - 1: Reliability and Quality Assessment of SHM systems - 1 Reliability Assessment of GWSHM system of pipes: Augmented POD method 2:20pm - 2:40pm Fusion Strategies for Probability of Detection: methods and guidelines 2:40pm - 3:00pm The Distance-Weighted ROC for Performance Evaluation of Damage Localization 3:00pm - 3:20pm NOI-POMDP: A Noise-Explicit POMDP Framework for Structural Health Monitoring 3:20pm - 3:40pm A Performance Evaluation Methodology for Reconfigurable Ultrasonic Sparse Arrays Used in Mobile Structural Health Monitoring |
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| 3:40pm - 4:20pm |
Poster Session - 1: Poster Session - 1 Location: Hall Ariane A Hybrid IoT-Digital Twin Framework for Real-Time Serviceability Assessment of RC Beams Integrating Adaptive Kalman Filtering and Temporal Convolutional Networks A Practical Approach to Structural Monitoring Using Sensor-Integrated Bolts Development of a Carbon Nanotube-Based Polymer Composite Energy Harvester for Civil Structures An Adaptive State-Space Filtering Framework for Maglev Guideway Monitoring Using Onboard Sensing Results of Fundamental Vibration Periods and Vertical Displacements from Dynamic and Static Load Tests to Evaluate the Structural Safety of a Curved Steel I-Girder Railway Span with Large Clear Spans. Development of non-intrusive integration strategies within manufacturing processes Guided Wave based Damage Characterisation and Localization in Composite Wind Turbine Blades Surrogate-assisted Optimal Bayesian design of Experiments Mode Isolation under Multi Point Excitation for Composite Damage Detection Dataset-Based, Feature-Enhanced Classification and Tranfer Learning for Acoustic Defect Detection in Historical Plasters Lamb wave signal processing for wireless transmission systems Monitoring of Crack Growth of Composite Plates using Carbon Fiber Sensors Detection of MMOD impact damage for inflatable space structures by using CNT sensing layer State of the art of drift and failures in Wireless Sensor Systems for Structural Health Monitoring Risk evaluation of transportation network system with spaceborne synthetic aperture radar technology Monitoring of fatigue crack growth for metallic structures using piezoelectric sensor network and ultrasonic guided waves Baseline-Free Structural Damage Detection with an Unsupervised Generative Model Operational Modal Analyses to Confirm the Structural Retrofit Effect on a Historic Building Field comparison between accelerometer-based and distributed optical fiber sensing for vibration monitoring in a railway tunnel AI-based Reconstruction of Compressive Full-field Ultrasonic Wavefields for Structural Damage Detection Exploring Different Modelling Approaches for Resin Front Position Estimation in CFRP Structures Using a Network of Ultrasonic Guided Wave Sensors Structural Health Monitoring by Fusing Distributed Acoustic Sensing (DAS) and Acceleration Measurement Guided Wavefield Damage Imaging Method via Two-Dimensional Multi-Frequency Sparse Wavenumber Spectrum Reconstruction Automated AI-Aided Alert on Closure of Cable-Supported Bridges under Windstorms Feature Selection and Surrogate Modelling for Damage Assessment in a Timber Beam Experimental Assessment of Radar-Based Displacement Measurements Using Laboratory Ground Truth Vision-based 3D Deformation Reconstruction of a Composite–Wood Hybrid Structure under Transient Load Release Effect of Material Anisotropy on Time Reversibility of Lamb Waves A Steady-State Approach to Analyzing Lamb Wave Boundary Interactions in CFRP Evaluation of a Cost-effective ADXL355-Based Prototype for Acceleration and Inclination Monitoring in Railway Tunnels Automatic and autonomous SHM solution for Corrosion detection and material health characterization Low-profile and flexible printed sensors for Structural Health Monitoring Experimental validation of model-free damage detection approaches based on using modal features FBG-based guided wave mode separation Embedded AI for Autonomous Wireless Sensor Networks in Aerospatial Vehicle SHM Thermo-Hydraulic Condition Monitoring of Heat Exchangers Using FBG Sensor System FATIGUE DAMAGE MONITORING OF COMPOSITE MATERIALS THROUGH ELECTRICAL MEASUREMENTS: AN ANALYTICAL FRAMEWORK An Accessible Electronic Circuit Design for Structural Health Monitoring Acoustic emission for identifying cracking modes in a prestressed concrete viaduct: A narrow-band partial power approach An approach to the development of transducers with inherent directional capabilities for guided wave applications |
Coffee Break Location: Caravelle |
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| 4:20pm - 6:20pm |
AC - CE: Application Cases - Civil Engineering Application Cases of Health Indicators for the Monitoring of Civil Structures 4:40pm - 5:00pm Bridge monitoring under heavy vehicle passage: a case of study on a real structure 5:00pm - 5:20pm Integrating Structural Instrumentation and Operational Data for Aircraft Bridge Health Monitoring 5:20pm - 5:40pm Bridge Impact Alert Algorithm 5:40pm - 6:00pm Structural Monitoring of the Sado Railway Bridge During the Bearing Replacement 6:00pm - 6:20pm Monitoring of structures in shaly rock formation |
AI - Deep learning - 2: Artificial Intelligence - Deep learning - 2 Application of Multiscale Increment Entropy and InceptionTime Model for Structural Health Monitoring 4:40pm - 5:00pm AI‑Powered Real-Time Structural Health Monitoring Using Crack Detection, Vegetation Segmentation, and Depth Analysis 5:00pm - 5:20pm Conditional Convolutional AutoEncoder with Multi-Task Learning for Context-Driven Unsupervised Structural Assessment 5:20pm - 5:40pm Vibration-based structural damage detection with deep neural network models: learning strategies and influence of the parameters problem 5:40pm - 6:00pm An Integrated Hybrid Framework for Crack Detection on Pressed Panels with Baseline-Driven False-Positive Suppression Unsupervised Adaptive Feature Enhancement Network for Reliable Guided-Wave Damage Alarm under Coupled Time-Varying Conditions |
GW - Composite - 1: Guided Waves - Composite structures - 1 Non-destructive evaluation of manufacturing defects in ultrasonically welded thermoplastic composite joints using Lamb wave 4:40pm - 5:00pm Robust Damage Detection in Airbus A380 Composite Flap Track Fairings Enabled by Phase-Frequency Coherence Imaging (PFCI) with Segmented Anisotropy Compensation 5:00pm - 5:20pm Behavior of transverse matrix cracks and their network under ultrasonic guided wave propagation in composite laminates 5:20pm - 5:40pm 2D-FFT and Directional Derivative Based Processing of Guided Ultrasonic Wave Fields for Mode Separation and Damage Analysis 5:40pm - 6:00pm Detection of matrix cracked and delaminated glass fiber reinforced plastic pipes using guided waves and a piezoelectric transducers network 6:00pm - 6:20pm In-situ monitoring of the polymerisation of an epoxy layer on a solid mold using Lamb waves. |
SS1 - 3: Damage detectability and effects of environmental and operational variability in structural health monitoring - 3 Damage Detection in Steel Structures Using a Frequency-Steerable Acoustic Transducer-Based SHM System 4:40pm - 5:00pm Estimation of GUW Dispersion Diagrams in FML at Varying Temperatures for SHM Applications 5:00pm - 5:20pm Estimation of Effective Material Properties under Varying Environmental Conditions: Application to Corrosion Monitoring with Guided Wave Tomography 5:20pm - 5:40pm Piezoelectric capacitance measurements for structural health monitoring 5:40pm - 6:00pm Temperature compensated fuel gauging using non-invasive guided waves method 6:00pm - 6:20pm Towards MAPoD and MAPoL Assessment of Guided-Wave SHM Systems under Aging Conditions: Application to a Composite Cryogenic Tank for Reusable Launch Vehicles |
| SS10 - 1: Knowledge transfer and data integration for structural health monitoring and system identification - 1 On the use of multi-task Gaussian Processes for load monitoring under data sparsity 4:40pm - 5:00pm Robust AOMA for Concrete Arch Dams: Separating Structural Modes from Harmonic Bias 5:00pm - 5:20pm Autoencoder-Assisted Domain Adaptation via Procrustes-Based Latent Alignment for Structural Health Monitoring 5:20pm - 5:40pm Integrating Remote Sensing and on-site data to derive historical time series for Long-Term structural monitoring 5:40pm - 6:00pm Towards closed-loop monitoring of a structure’s health 6:00pm - 6:20pm Determining structural monitoring thresholds based on the principles of expected utility theory |
SS11 - 3: AI-powered structural sensing and health monitoring for civil engineering structures - 3 Comparing Physical and Latent Damage-Sensitive Features 4:40pm - 5:00pm From Vibrations to Cracks: Flow-Matching Latent Diffusion for Structural Damage Localization in Masonry Arch Bridges 5:00pm - 5:20pm Unsupervised Deep Learning for Enhanced Damage Detectability with Small Vibration Data 5:20pm - 5:40pm AutoML-Optimized Vision Transformers for Multimodal Structural Health Monitoring from Multi-Channel Feature Tensors 5:40pm - 6:00pm Physics-Informed CycleGAN Framework Combining GNN and Transformer for Domain Adaptation |
SS12 - 3: Advances in the application of the inverse Finite Element Method (iFEM) for real-time Deformation Reconstruction, Damage Detection, and Structural Health Monitoring - 3 Robust Vibration Strain-Based Damage Detection under Uncertainty via a Combined iFEM and Statistical Time Series Framework 4:40pm - 5:00pm Research on Structural Large Deformation Reconstruction Algorithm Based on the Inverse Finite Element Method 5:00pm - 5:20pm Experimental Validation of Particle Inverse Method for Shape Sensing of Damaged Composite Structures from Discrete Sensor Measurements 5:20pm - 5:40pm Pipe dynamic monitoring under water hammer by iBEAM2 element of inverse finite element method 5:40pm - 6:00pm A Nonlinear Iterative Inverse Finite Element Approach for Shape Sensing of Beam Structure |
SS21 - 3: Fiber-Optic Sensing for Sustainable and Scalable Structural Health Monitoring - 3 Integrated deformation monitoring of a simply supported beam using distributed fiber-optic sensing and profile laser scanning 4:40pm - 5:00pm Multidirectional Strain Analysis of Prefabricated Prestressed Double-T Slab Using Embedded Long-Gauge FBG Sensors 5:00pm - 5:20pm Automated Installation and connection of fiber optic sensor network on embedded in Composite Structures 5:20pm - 5:40pm Embedding of Fiber Bragg Grating Sensors Using L-WAAM Technology for the Development of a Smart Mold 5:40pm - 6:00pm 3D printed multiple microsensors on multicore fibers for simultaneous pressure and temperature sensing 6:00pm - 6:20pm FBG-Based Optical Sensing for Quench Detection in HTS Magnets for the operational Spherical Tokamak SMART |
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| SS3 - 2: Reliability and Quality Assessment of SHM systems - 2 Pattern Recognition and Heat-Map Visualization for the Assessment of Corrosion in Aluminium Sample exposed to marine environment using the EMI Technique 4:40pm - 5:00pm A Probabilistic Framework for Predicting Damage Detectability in Nonlinear SHM Applications 5:00pm - 5:20pm First damaging experiments on the openLAB research bridge: Extensive open data sets and preliminary insights 5:20pm - 5:40pm A Trust Metric for Stochastic Model-Based Damage Localisation 5:40pm - 6:00pm Optimizing the number of PZT transducers to meet industrial requirements for the SHM of metallic pipes using ultrasonic waves 6:00pm - 6:20pm SHM-informed modelling of stochastic traffic loads and stress ranges in bridge structures |
Wireless: Wireless technologies for SHM Corrosion state assessment of steel in infrastructures during maintenance operations by RFID battery-less corrosion sensors 4:40pm - 5:00pm Comparative Gateway Placement Optimization for LoRaWAN-Based Structural Health Monitoring on Bridges 5:00pm - 5:20pm Long-term monitoring for lifetime assessment of interim storage facilities using passive NFC sensors in concrete 5:20pm - 5:40pm Printed E-Tattoo Wireless Sensor for Smart Monitoring of Composite Structures 5:40pm - 6:00pm Wireless Capacitive Strain Sensors for Structural Health Monitoring of Non-metallic Pipes 6:00pm - 6:20pm Design and Implementation of a Multi-Channel Ultra-Low-Power IoT-Based Strain Monitoring System with Edge Computing and Precise Time Synchronization |
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| 6:30pm - 9:30pm |
Welcome Reception Location: Caravelle |
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| 8:30am - 10:00am |
Plenary Session - 2 Location: Auditorium Low-cost and high-accuracy displacement sensor for civil infrastructure structural health monitoring 9:15am - 9:35am Prospects of aeroplane SHM certification 9:35am - 10:00am How could SHM improve the safety of nuclear installations? |
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| 10:00am - 10:30am |
Coffee Break Location: Caravelle |
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| 10:30am - 12:30pm |
AI - Wind Turbine: AI for Wind Turbine Surface Damage Assessment of Wind Turbine Blades Using Histogram of Oriented Gradients Features 10:50am - 11:10am Cycle-Consistent Framework for Mooring Tension Prediction in Floating Offshore Wind Turbines 11:10am - 11:30am Enhancing loss functions in U-Net models for accurate wind turbine blade segmentation 11:30am - 11:50am Physics-Informed Neural Network Framework for Input Load Estimation and Virtual Sensing of Offshore Wind Turbines 11:50am - 12:10pm Non-intrusive anomaly detection in floating offshore wind turbines using YOLO and BotSORT Algorithm 12:10pm - 12:30pm From Few Instrumented Turbines to the Whole Farm: Fatigue Estimation Using Learned Acceleration Representations and LSTM Regression |
GW - Composite - 2: Guided Waves - Composite structures - 2 Effects of multi-axial Loading on a GW-SHM System for a Composite Fuselage 10:50am - 11:10am A Composite Damage Detection Method Based on S0 Mode Tracking and Mode Conversion Capture under Pulse Excitation 11:10am - 11:30am Effect of cryogenic temperature, direction, and piezo sensor geometry on guided wave propagation properties in cross ply composite laminates 11:30am - 11:50am Fracture Assessment and Digital Twin Development for Curved Composite Structures Under Mixed-Mode Loading Using Ultrasonic Guided Waves 11:50am - 12:10pm Health Monitoring of Structures in the Scope of Airframe Structural Testing 12:10pm - 12:30pm In‑situ acousto‑ultrasonic monitoring of Type IV hydrogen pressure vessels using surface‑embedded piezoelectric networks |
SS1 - 4: Damage detectability and effects of environmental and operational variability in structural health monitoring - 4 Decoding Climate Effects on Concrete Resistivity for Reliable Corrosion Assessment 10:50am - 11:10am A Framework for Assessing Bridge Damage Detectability and Serviceability under Environmental and Operational Variability 11:10am - 11:30am Mitigation of Climate Change-Induced Frost Effects on Bridge Dynamic Behaviour 11:30am - 11:50am Domain-adaptive nonlinear probabilistic latent variable model for vibration-based structural damage detection under climate change 11:50am - 12:10pm Self-Supervised Feature Extraction for Domain-Specific Anomaly Detection with Normalizing Flows 12:10pm - 12:30pm Fatigue Iso-Life curves for quantifying uncertainty under varying environmental and operational conditions |
SS10 - 2: Knowledge transfer and data integration for structural health monitoring and system identification - 2 Multiphysics data integration in thermoelastic peridynamics through hybrid correlational-causation models 10:50am - 11:10am Reducing Experimental Data Requirements in CNN-based damage detection through Transfer Learning 11:10am - 11:30am Experimental Testing and Identification of Bistable Systems for Seismic Energy Dissipation 11:30am - 11:50am Toward an Informed Use of Transfer Learning in Real-world Applications: A Similarity Criterion for Bridges Clustering 11:50am - 12:10pm Data-informed finite element modeling of thermal effects in bridges exploiting frequency and temperature monitoring data 12:10pm - 12:30pm Changing Landscape in SHM: Sensing Virtualization and ML-enabled System Identification |
| SS11 - 4: AI-powered structural sensing and health monitoring for civil engineering structures - 4 Edge/Cloud hybrid architecture for time-domain SHM transfer learning 10:50am - 11:10am Forecasting Dam Displacements with Limited Monitoring Data via Sequential Statistical–Deep Regression Modelling 11:10am - 11:30am TRACE: Tracking natural textures for visual displacement field measurement without artificial speckles 11:30am - 11:50am Latent-Factor State-Space Modelling with Exogenous Inputs for Novelty Detection in Automated Modal SHM 11:50am - 12:10pm Directional lighting–enhanced automated concrete crack monitoring under realistic surface conditions 12:10pm - 12:30pm Integrating Ambient Vibration Monitoring and Machine Learning for Condition Assessment of Heritage Masonry Bridges: A Venetian Case Study |
SS12 - 4: Advances in the application of the inverse Finite Element Method (iFEM) for real-time Deformation Reconstruction, Damage Detection, and Structural Health Monitoring - 4 Experimental Study on Displacement Reconstruction of Jacket Structures Based on Static Condensation Inverse Finite Element Method 10:50am - 11:10am A digital twin-based framework for real-time full-field deformation reconstruction using the inverse finite element method 11:10am - 11:30am Inverse-FE framework for loading estimation on floating offshore structures 11:30am - 11:50am Structural Health Monitoring of Steel Structures under Seismic Loading Using the Inverse Finite Element Method 11:50am - 12:10pm Estimation of bias in mooring lines tension measurements using an inverse finite element method 12:10pm - 12:30pm Numerical Assessment of the Inverse Finite Element Method for Rotor Structural Health Monitoring under realistic sensing uncertainty and operating conditions |
SS20 - 1: Vision-Based Techniques for Vibration Assessment and Structural Health Monitoring - 1 Vibration Measurement for Hydraulic Structure in Field Environments Using Phase-Based Motion Extraction 10:50am - 11:10am Computer-vision-based structural health monitoring of a truss structure subjected to unknown excitations: a robust framework 11:10am - 11:30am Preliminary results for the evaluation of the influence of noise in Computer-Vision Sub-Pixel Algorithms for Displacement Monitoring 11:30am - 11:50am Vision-based Directional Deflection Shapes (DDS) and Synthetic Deflection Shapes (SDS) for structural vibration analysis 11:50am - 12:10pm UAV-Based Vision System for Cable Force Identification on Long-Span Bridges 12:10pm - 12:30pm Study of nonlinear dynamic behaviour of a solar array for spacecrafts using 3D SLDV and DIC techniques |
SS21 - 4: Fiber-Optic Sensing for Sustainable and Scalable Structural Health Monitoring - 4 Multi-Modal Sensing Integration of Existing Fiber-Optic Cables and Low-Cost Radar–Accelerometer Fusion for Distributed Displacement Monitoring 10:50am - 11:10am Autonomous Road Infrastructure Monitoring via Multi-modal Data Fusion using Non-dedicated Vehicle Sensors 11:10am - 11:30am Bridge Displacement Estimation Using Distributed Strain from Pre-Existing Telecommunication Fiber 11:30am - 11:50am Observation of Shock Waves in the Tunnels generated by High Speed Trains through Pre-existing Telecommunication Optical Fiber Cables 11:50am - 12:10pm Dynamic Response Monitoring of the Zeeland Bridge Using Distributed Fibre Optic Sensing and Existing Telecom Fibres 12:10pm - 12:30pm Long-term Structural Health Monitoring and Crack Detection in a UFC Bridge Using Distributed Optical Fiber Sensors |
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| SS3 - 3: Reliability and Quality Assessment of SHM systems - 3 Assessment of SHM technologies from the perspective of aircraft structural integrity program 10:50am - 11:10am Comprehensive Performance Assessments Necessary to Certify CVM Sensors for Routine Use on Aircraft 11:10am - 11:30am Quantifying Localisation probability for AE-based impact detection in CFRP structures 11:30am - 11:50am Model assisted probability of detection on growing delamination in composite shear panel 11:50am - 12:10pm Experimental Demonstration of SHM driven Condition Based Maintenance |
Stochastic/Bayesian: Stochastic and Bayesian approaches A Multi-Fidelity Co-GP-NARX Framework for Damage Detection in Nonlinear Structures 10:50am - 11:10am Fitting a Random Coefficient Autoregressive Model to Sensor Data 11:10am - 11:30am Individual Modelling of Intricate Nonstationary Time Series Using Cointegration Analysis for Faut Detection and Condition Monitoring 11:30am - 11:50am Development of a calibration bench for Tip-Timing Measurement Systems based on inverse kinematics 11:50am - 12:10pm Probabilistic Detection of Bolt Loosening from Transmissibility Functions 12:10pm - 12:30pm Validation of a Sensitivity-Based Statistical Damage Localization Method using Experimental Acceleration Data |
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| 12:30pm - 2:00pm |
Lunch Location: Caravelle |
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| 2:00pm - 3:40pm |
Data fusion: Data fusion and multiple sensing technologies A Multisensor Collaborative Strategy for Adaptive Bridge Monitoring 2:20pm - 2:40pm Physics-Informed Machine Learning and Multi-Sensor Fusion for Structural Health Monitoring of Critical Assets 2:40pm - 3:00pm The use of signal fusion in turbine engine diagnostics 3:00pm - 3:20pm Data processing and fusion for monitoring and fatigue-induced damage detection in a welded steel specimen |
GW - AI - 1: AI for Guided Waves - 1 Development of ANN for delamination detection in composite laminates using Lamb waves 2:20pm - 2:40pm Smart NDE of adhesive lap joints using guided wave imaging and machine learning 2:40pm - 3:00pm A Novel Hybrid Deep Autoencoder Approach for Unsupervised Loosening Detection in Bolted Lap Joints 3:00pm - 3:20pm A Physics-Informed Approach to Capture Fatigue Degradation in Thin-Walled Composite Structures 3:20pm - 3:40pm Estimating rail thermal forces using local resonance and probabilistic machine learning |
GW - EOC: Guided Waves - Environmental and operational conditions Baseline-free, temperature insensitive SHM of plate structures employing mode-converted guided ultrasonic waves 2:20pm - 2:40pm Data set on ultrasonic guided waves in a composite overwrapped pressure vessel under variable operational conditions for the Open Guided Waves Platform 2:40pm - 3:00pm Influence of Environmental and Operational Conditions on Damage Assessment using PZT-based Active Interrogation in Composite and Metallic Structures 3:00pm - 3:20pm Guided-wave-based debonding assessment in environmental conditions 3:20pm - 3:40pm Operational conditions monitoring of SHM systems applied to guided wave imaging |
Impact Detection: Impact detection, location and quantification Towards scalable impact detection and energy estimation in aerostructures using PVDF-TrFE sensor networks 2:20pm - 2:40pm Impact localization using multimodal models and flexible piezoelectric polymer transducer networks applied to a thermoplastic composite gas tank and an aluminum pipe 2:40pm - 3:00pm Structural Health Monitoring to Detect Impact Events on Laminated Composite Aircraft Structure 3:00pm - 3:20pm Impact Localization with a Single Metasurface-Integrated Sensor via Lamb Wave Encoding and Machine Learning Decoding 3:20pm - 3:40pm Impact Identification in Thin-Walled Structures Using Time Reversal of Guided Waves |
| Modelling/numerical simulation: Modelling and numerical simulation Wavelength-based convergence criterion for PML-truncated railway track models 2:20pm - 2:40pm On propagating uncertainty to stress and strain fields for statistical finite element methods 2:40pm - 3:00pm Structural Health Monitoring and hybrid digital twin – How mechanical calculations and instrumentation tools feed into each other? 3:00pm - 3:20pm Structural Intensity Redistribution Approach for Macroscopic Damage Modelling in SHM 3:20pm - 3:40pm Structural Parameter Estimation Based on an Innovative Sensitivity Equation Using Incomplete Mode Shapes |
SS14: Seismic structural health monitoring for civil structures Probabilistic Bayesian Model Updating of Two Laboratory-Scale Structures Using Ambient Vibration Measurements 2:20pm - 2:40pm SHM BY SOIL-COLOSSEUM INTERACTION 2:40pm - 3:00pm Intermediate Results of a Long-Term Ambient Vibration Monitoring Experiment on an Arch Dam : Design, Implementation, processing and Results 3:00pm - 3:20pm Real Aperture Radar Interferometry for Static Monitoring of Heritage Structures: Application to the Leaning Tower of Pisa 3:20pm - 3:40pm Application of MEMS sensors for post-earthquake damage assessment using frequency analysis |
SS15 - 3: Advancements in Smart Materials and Structures for SHM in Civil Engineering - 3 Exploring Damage Progression in Carbon-Based TRC Structures Using TDR analysis 2:20pm - 2:40pm Smart CFs based Asphalt: Corelating Electrical Response with Cracking 2:40pm - 3:00pm Microstructural study on Dispersion of Functionalized Multi–Walled Carbon Nanotubes in Smart Cementitious Composites 3:00pm - 3:20pm Fractal-Inspired Self-Similar Structures for Enhanced Structural Health Monitoring |
SS16: Intelligent Digitization and AI-Enabled monitoring for Cultural Heritage Building/cities Vibration-based Damage Detection in Historic Quay Walls: A Full-Scale Test in Amsterdam 2:20pm - 2:40pm Validation of a Finite Element Model of a Historic Building with the Dynamic Properties Revealed by AVS 2:40pm - 3:00pm Time-Series Forecasting of Structural Temperature in Heritage Buildings Using Regression and Deep Learning Approaches 3:00pm - 3:20pm ARTIFICIAL INTELLIGENCE BASED STRUCTURAL INSPECTION, DAMAGE DETECTION AND REMAINING LIFE PREDICTION 3:20pm - 3:40pm Structural Health Monitoring of Urban Monuments: Application of vibration analysis on Four Days of Naples Memorial |
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| SS20 - 2: Vision-Based Techniques for Vibration Assessment and Structural Health Monitoring - 2 Vision-based Modal Analysis using Local Phase Information 2:20pm - 2:40pm Framework for event-based modal parameter estimation 2:40pm - 3:00pm Capturing the 3D Response of a Railway Bridge using a single camera view |
SS3 - 4: Reliability and Quality Assessment of SHM systems - 4 Investigation of Sensors Damage Detection Capabillity for Structural Health Monitoring 2:20pm - 2:40pm Guided wave SHM simulation for determining influencing parameters: application on a bolted panel 2:40pm - 3:00pm Investigation of propagation mechanisms under compressive fatigue loads of LVI damage in CFRP coupons using ultrasonic guided waves 3:00pm - 3:20pm Addressing the Need for Harmonization and Expansion of SHM Education |
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| 3:40pm - 4:20pm |
Poster Session - 2: Poster Session - 2 Location: Hall Ariane |
Coffee Break Location: Caravelle |
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| 4:20pm - 6:30pm |
SHM In Action & Young Professional Challenge Demonstrations Location: Auditorium |
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| 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 |
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| 10:00am - 10:30am |
Coffee Break Location: Caravelle |
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| 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 |
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| 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 |
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| 12:30pm - 2:00pm |
Lunch Location: Caravelle |
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| 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 |
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| 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 |
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| 3:40pm - 4:20pm |
Poster Session - 3: Poster Session - 3 Location: Hall Ariane |
Coffee Break Location: Caravelle |
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| 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 |
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| 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 |
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| 7:00pm - 11:59pm |
Gala Dinner |
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| 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 |

