| Bridging POMDPs and Bayesian decision making for robust maintenance planning under model uncertainty: An application to railway systems | Dec 15, 2022 | Decision MakingSequential Decision Making | CodeCode Available | 1 |
| Response Estimation and System Identification of Dynamical Systems via Physics-Informed Neural Networks | Oct 2, 2024 | parameter estimationState Estimation | CodeCode Available | 1 |
| Neural Extended Kalman Filters for Learning and Predicting Dynamics of Structural Systems | Oct 9, 2022 | Structural Health MonitoringVariational Inference | CodeCode Available | 1 |
| NeuralSI: Structural Parameter Identification in Nonlinear Dynamical Systems | Aug 26, 2022 | parameter estimationStructural Health Monitoring | CodeCode Available | 1 |
| Dataset: Impact Events for Structural Health Monitoring of a Plastic Thin Plate | Sep 20, 2022 | Structural Health MonitoringTime Series | CodeCode Available | 1 |
| Active management of battery degradation in wireless sensor network using deep reinforcement learning for group battery replacement | Mar 20, 2025 | Deep Reinforcement LearningManagement | —Unverified | 0 |
| A CMOS SoC for Wireless Ultrasonic Power/Data Transfer and SHM Measurements on Structures | Oct 24, 2021 | ManagementStructural Health Monitoring | —Unverified | 0 |
| 1D Convolutional Neural Networks and Applications: A Survey | May 9, 2019 | Anomaly DetectionFault Detection | —Unverified | 0 |
| A generalised form for a homogeneous population of structures using an overlapping mixture of Gaussian processes | Jun 23, 2022 | FormGaussian Processes | —Unverified | 0 |
| A Fast Parallel Tensor Decomposition with Optimal Stochastic Gradient Descent: an Application in Structural Damage Identification | Nov 4, 2021 | Structural Health MonitoringTensor Decomposition | —Unverified | 0 |
| A Geometric-Aware Perspective and Beyond: Hybrid Quantum-Classical Machine Learning Methods | Apr 8, 2025 | Quantum Machine LearningStructural Health Monitoring | —Unverified | 0 |
| Active learning for regression in engineering populations: A risk-informed approach | Sep 6, 2024 | Active Learningregression | —Unverified | 0 |
| A Machine Learning-Driven Wireless System for Structural Health Monitoring | Sep 17, 2024 | Structural Health Monitoring | —Unverified | 0 |
| A Meta-Learning Approach to Population-Based Modelling of Structures | Feb 15, 2023 | Gaussian ProcessesMeta-Learning | —Unverified | 0 |
| A Convolutional Cost-Sensitive Crack Localization Algorithm for Automated and Reliable RC Bridge Inspection | May 23, 2019 | Semantic SegmentationStructural Health Monitoring | —Unverified | 0 |
| A Computational Framework for Modeling Complex Sensor Network Data Using Graph Signal Processing and Graph Neural Networks in Structural Health Monitoring | May 1, 2021 | Graph Neural NetworkStructural Health Monitoring | —Unverified | 0 |
| A decision framework for selecting information-transfer strategies in population-based SHM | Jul 13, 2023 | Structural Health MonitoringTransfer Learning | —Unverified | 0 |
| A Bayesian methodology for localising acoustic emission sources in complex structures | Dec 21, 2020 | Structural Health Monitoring | —Unverified | 0 |
| Applied Bayesian Structural Health Monitoring: inclinometer data anomaly detection and forecasting | Jul 1, 2023 | Anomaly DetectionDecision Making | —Unverified | 0 |
| A Programmable CMOS Transceiver for Structural Health Monitoring | Mar 14, 2018 | Structural Health Monitoring | —Unverified | 0 |
| A Review of Machine Learning Methods Applied to Structural Dynamics and Vibroacoustic | Apr 13, 2022 | BIG-bench Machine LearningDecision Making | —Unverified | 0 |
| A robust deep learning-based damage identification approach for SHM considering missing data | Mar 31, 2023 | ImputationStructural Health Monitoring | —Unverified | 0 |
| A Tensor-based Structural Health Monitoring Approach for Aeroservoelastic Systems | Dec 11, 2018 | Structural Health Monitoring | —Unverified | 0 |
| A topological analysis of cointegrated data: a Z24 Bridge case study | Sep 12, 2022 | Structural Health MonitoringTime Series | —Unverified | 0 |
| Automated Detection and Analysis of Minor Deformations in Flat Walls Due to Railway Vibrations Using LiDAR and Machine Learning | Jan 11, 2025 | Structural Health Monitoring | —Unverified | 0 |
| A Hierarchical Deep Convolutional Neural Network and Gated Recurrent Unit Framework for Structural Damage Detection | May 29, 2020 | BIG-bench Machine Learningimage-classification | —Unverified | 0 |
| Automatic selection of the best neural architecture for time series forecasting via multi-objective optimization and Pareto optimality conditions | Jan 21, 2025 | State Space ModelsStructural Health Monitoring | —Unverified | 0 |
| Balanced Semi-Supervised Generative Adversarial Network for Damage Assessment from Low-Data Imbalanced-Class Regime | Nov 29, 2022 | Generative Adversarial NetworkStructural Health Monitoring | —Unverified | 0 |
| Incremental Bayesian tensor learning for structural monitoring data imputation and response forecasting | Jul 1, 2020 | ImputationIncremental Learning | —Unverified | 0 |
| B-BACN: Bayesian Boundary-Aware Convolutional Network for Crack Characterization | Feb 14, 2023 | Boundary DetectionManagement | —Unverified | 0 |
| BOTDA Fiber Sensor System Based on FPGA Accelerated Support Vector Regression | Dec 29, 2018 | CPUregression | —Unverified | 0 |
| A Nonparametric Unsupervised Learning Approach for Structural Damage Detection | Sep 28, 2020 | Bayesian OptimizationNovelty Detection | —Unverified | 0 |
| Blind Identification of State-Space Models in Physical Coordinates | Aug 19, 2021 | Audio Signal ProcessingState Space Models | —Unverified | 0 |
| Better Together: Using Multi-task Learning to Improve Feature Selection within Structural Datasets | Mar 8, 2023 | feature selectionMulti-Task Learning | —Unverified | 0 |
| Bridging the Reality Gap in Digital Twins with Context-Aware, Physics-Guided Deep Learning | May 17, 2025 | Domain AdaptationStructural Health Monitoring | —Unverified | 0 |
| An optimal baseline selection methodology for data-driven damage detection and temperature compensation in acousto-ultrasonics | Mar 24, 2025 | Structural Health Monitoring | —Unverified | 0 |
| A physics-informed machine learning model for reconstruction of dynamic loads | Aug 15, 2023 | Physics-informed machine learningPrognosis | —Unverified | 0 |
| CNN-Based Structural Damage Detection using Time-Series Sensor Data | Nov 7, 2023 | Structural Health MonitoringTime Series | —Unverified | 0 |
| Comparison of Tiny Machine Learning Techniques for Embedded Acoustic Emission Analysis | Nov 22, 2024 | Structural Health Monitoring | —Unverified | 0 |
| Compressive-Sensing Data Reconstruction for Structural Health Monitoring: A Machine-Learning Approach | Jan 7, 2019 | BIG-bench Machine LearningCompressive Sensing | —Unverified | 0 |
| Concrete Surface Crack Detection with Convolutional-based Deep Learning Models | Jan 13, 2024 | Deep LearningStructural Health Monitoring | —Unverified | 0 |
| Conditional deep generative models as surrogates for spatial field solution reconstruction with quantified uncertainty in Structural Health Monitoring applications | Feb 14, 2023 | Structural Health Monitoring | —Unverified | 0 |
| CrackESS: A Self-Prompting Crack Segmentation System for Edge Devices | Dec 10, 2024 | Computational EfficiencyCrack Segmentation | —Unverified | 0 |
| Crack Semantic Segmentation using the U-Net with Full Attention Strategy | Apr 29, 2021 | SegmentationSemantic Segmentation | —Unverified | 0 |
| CycleGAN for Undamaged-to-Damaged Domain Translation for Structural Health Monitoring and Damage Detection | Feb 16, 2022 | Structural Health MonitoringTranslation | —Unverified | 0 |
| Damage detection in an uncertain nonlinear beam based on stochastic Volterra series | Sep 10, 2024 | input filteringStructural Health Monitoring | —Unverified | 0 |
| Damage detection in operational wind turbine blades using a new approach based on machine learning | Jan 25, 2021 | BIG-bench Machine LearningGaussian Processes | —Unverified | 0 |
| Damage detection using in-domain and cross-domain transfer learning | Feb 7, 2021 | Structural Health MonitoringTransfer Learning | —Unverified | 0 |
| Damage identification for bridges using machine learning: Development and application to KW51 bridge | Aug 6, 2024 | Structural Health Monitoring | —Unverified | 0 |
| Anomaly Detection in Offshore Wind Turbine Structures using Hierarchical Bayesian Modelling | Feb 29, 2024 | Anomaly DetectionStructural Health Monitoring | —Unverified | 0 |