| Structural State Translation: Condition Transfer between Civil Structures Using Domain-Generalization for Structural Health Monitoring | Dec 28, 2022 | Domain GeneralizationStructural Health Monitoring | —Unverified | 0 |
| 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 |
| Zero-Shot Transfer Learning for Structural Health Monitoring using Generative Adversarial Networks and Spectral Mapping | Dec 7, 2022 | Domain AdaptationGenerative Adversarial Network | CodeCode Available | 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 |
| Deep learning for structural health monitoring: An application to heritage structures | Nov 4, 2022 | Anomaly DetectionStructural Health Monitoring | —Unverified | 0 |
| Improving aircraft performance using machine learning: a review | Oct 20, 2022 | Structural Health Monitoring | —Unverified | 0 |
| Self-learning locally-optimal hypertuning using maximum entropy, and comparison of machine learning approaches for estimating fatigue life in composite materials | Oct 19, 2022 | Self-LearningStructural Health Monitoring | —Unverified | 0 |
| Semi-supervised detection of structural damage using Variational Autoencoder and a One-Class Support Vector Machine | Oct 11, 2022 | Hyperparameter OptimizationStructural Health Monitoring | —Unverified | 0 |
| Neural Extended Kalman Filters for Learning and Predicting Dynamics of Structural Systems | Oct 9, 2022 | Structural Health MonitoringVariational Inference | CodeCode Available | 1 |
| Physically Meaningful Uncertainty Quantification in Probabilistic Wind Turbine Power Curve Models as a Damage Sensitive Feature | Sep 30, 2022 | Gaussian ProcessesStructural Health Monitoring | —Unverified | 0 |
| Dataset: Impact Events for Structural Health Monitoring of a Plastic Thin Plate | Sep 20, 2022 | Structural Health MonitoringTime Series | CodeCode Available | 1 |
| A topological analysis of cointegrated data: a Z24 Bridge case study | Sep 12, 2022 | Structural Health MonitoringTime Series | —Unverified | 0 |
| On topological data analysis for structural dynamics: an introduction to persistent homology | Sep 12, 2022 | Structural Health MonitoringTopological Data Analysis | —Unverified | 0 |
| On topological data analysis for SHM; an introduction to persistent homology | Sep 12, 2022 | Structural Health MonitoringTopological Data Analysis | —Unverified | 0 |
| NeuralSI: Structural Parameter Identification in Nonlinear Dynamical Systems | Aug 26, 2022 | parameter estimationStructural Health Monitoring | CodeCode Available | 1 |
| On an Application of Generative Adversarial Networks on Remaining Lifetime Estimation | Aug 18, 2022 | PrognosisStructural Health Monitoring | —Unverified | 0 |
| Physics-informed machine learning for Structural Health Monitoring | Jun 30, 2022 | BIG-bench Machine LearningPhysics-informed machine learning | —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 |
| Improving decision-making via risk-based active learning: Probabilistic discriminative classifiers | Jun 23, 2022 | Active LearningDecision Making | —Unverified | 0 |
| On statistic alignment for domain adaptation in structural health monitoring | May 24, 2022 | Density EstimationDomain Adaptation | CodeCode Available | 0 |
| Delamination prediction in composite panels using unsupervised-feature learning methods with wavelet-enhanced guided wave representations | Apr 20, 2022 | Anomaly DetectionDimensionality Reduction | —Unverified | 0 |
| A Review of Machine Learning Methods Applied to Structural Dynamics and Vibroacoustic | Apr 13, 2022 | BIG-bench Machine LearningDecision Making | —Unverified | 0 |
| Lost Vibration Test Data Recovery Using Convolutional Neural Network: A Case Study | Apr 11, 2022 | Structural Health Monitoring | —Unverified | 0 |
| Modelling variability in vibration-based PBSHM via a generalised population form | Mar 14, 2022 | FormGaussian Processes | —Unverified | 0 |
| Exploring Scalable, Distributed Real-Time Anomaly Detection for Bridge Health Monitoring | Mar 4, 2022 | Anomaly DetectionCloud Computing | CodeCode Available | 0 |
| On partitioning of an SHM problem and parallels with transfer learning | Mar 3, 2022 | Structural Health MonitoringTransfer Learning | —Unverified | 0 |
| On an application of graph neural networks in population based SHM | Mar 3, 2022 | Graph Neural NetworkStructural Health Monitoring | —Unverified | 0 |
| On generating parametrised structural data using conditional generative adversarial networks | Mar 3, 2022 | Generative Adversarial NetworkStructural Health Monitoring | —Unverified | 0 |
| CycleGAN for Undamaged-to-Damaged Domain Translation for Structural Health Monitoring and Damage Detection | Feb 16, 2022 | Structural Health MonitoringTranslation | —Unverified | 0 |
| What's Cracking? A Review and Analysis of Deep Learning Methods for Structural Crack Segmentation, Detection and Quantification | Feb 8, 2022 | Crack SegmentationStructural Health Monitoring | —Unverified | 0 |
| Time-varying Identification of Guided Wave Propagation under Varying Temperature via Non-Stationary Time Series Models | Jan 12, 2022 | Structural Health MonitoringTAR | —Unverified | 0 |
| On robust risk-based active-learning algorithms for enhanced decision support | Jan 7, 2022 | Active LearningAsset Management | —Unverified | 0 |
| Generative Adversarial Networks for Labelled Vibration Data Generation | Dec 7, 2021 | DiagnosticStructural Health Monitoring | —Unverified | 0 |
| Generative Adversarial Networks for Data Generation in Structural Health Monitoring | Dec 7, 2021 | Structural Health Monitoring | —Unverified | 0 |
| Generative Adversarial Networks for Labeled Acceleration Data Augmentation for Structural Damage Detection | Dec 7, 2021 | Data AugmentationStructural Health Monitoring | —Unverified | 0 |
| Environmental variation compensated damage classification and localization in ultrasonic guided wave SHM using self-learnt features and Gaussian mixture models | Nov 11, 2021 | Structural Health Monitoring | —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 CMOS SoC for Wireless Ultrasonic Power/Data Transfer and SHM Measurements on Structures | Oct 24, 2021 | ManagementStructural Health Monitoring | —Unverified | 0 |
| Blind Identification of State-Space Models in Physical Coordinates | Aug 19, 2021 | Audio Signal ProcessingState Space Models | —Unverified | 0 |
| Wave-Informed Matrix Factorization with Global Optimality Guarantees | Jul 19, 2021 | Dictionary LearningRepresentation Learning | —Unverified | 0 |
| Gaussian Process Regression for Active Sensing Probabilistic Structural Health Monitoring: Experimental Assessment Across Multiple Damage and Loading Scenarios | Jun 28, 2021 | Decision MakingManagement | —Unverified | 0 |
| Canonical-Correlation-Based Fast Feature Selection for Structural Health Monitoring | Jun 15, 2021 | Edge-computingfeature selection | CodeCode Available | 0 |
| On risk-based active learning for structural health monitoring | May 12, 2021 | Active LearningDescriptive | —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 |
| Crack Semantic Segmentation using the U-Net with Full Attention Strategy | Apr 29, 2021 | SegmentationSemantic Segmentation | —Unverified | 0 |
| Prediction of Ultrasonic Guided Wave Propagation in Solid-fluid and their Interface under Uncertainty using Machine Learning | Mar 30, 2021 | Gaussian ProcessesStructural Health Monitoring | —Unverified | 0 |
| Wave based damage detection in solid structures using artificial neural networks | Mar 30, 2021 | Structural Health Monitoring | —Unverified | 0 |
| Online structural health monitoring by model order reduction and deep learning algorithms | Mar 26, 2021 | Structural Health Monitoring | —Unverified | 0 |
| Data-driven method for real-time prediction and uncertainty quantification of fatigue failure under stochastic loading using artificial neural networks and Gaussian process regression | Mar 11, 2021 | Decision MakingGPR | —Unverified | 0 |
| Foundations of Population-Based SHM, Part IV: The Geometry of Spaces of Structures and their Feature Spaces | Mar 5, 2021 | Structural Health Monitoring | —Unverified | 0 |