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08/28/2022
Contrastive Feature Learning for Fault Detection and Diagnostics in Railway Applications
A railway is a complex system comprising multiple infrastructure and rol...
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05/03/2021
Fully Learnable Deep Wavelet Transform for Unsupervised Monitoring of High-Frequency Time Series
High-Frequency (HF) signal are ubiquitous in the industrial world and ar...
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01/07/2021
Decision Support System for an Intelligent Operator of Utility Tunnel Boring Machines
In tunnel construction projects, delays induce high costs. Thus, tunnel ...
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09/30/2020
Improving Generalization of Deep Fault Detection Models in the Presence of Mislabeled Data
Mislabeled samples are ubiquitous in real-world datasets as rule-based o...
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08/18/2020
Transferring Complementary Operating Conditions for Anomaly Detection
In complex industrial systems, the number of possible fault types is unc...
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08/13/2020
Interpretable Partial Discharge Detection with Temporal Convolution and Pulse Activation Maps: An application to Power Lines
Partial discharge (PD) is a common indication of insulation damages in p...
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05/14/2020
Anomaly Detection And Classification In Time Series With Kervolutional Neural Networks
Recently, with the development of deep learning, end-to-end neural netwo...
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05/14/2020
Time Series to Images: Monitoring the Condition of Industrial Assets with Deep Learning Image Processing Algorithms
The ability to detect anomalies in time series is considered as highly v...
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01/07/2020
Missing-Class-Robust Domain Adaptation by Unilateral Alignment for Fault Diagnosis
Domain adaptation aims at improving model performance by leveraging the ...
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07/22/2019
Fully Unsupervised Feature Alignment for Critical System Health Monitoring with Varied Operating Conditions
The failure of a complex and safety critical industrial asset can have e...
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07/15/2019
Unsupervised Fault Detection in Varying Operating Conditions
Training data-driven approaches for complex industrial system health mon...
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05/15/2019
Domain Adaptive Transfer Learning for Fault Diagnosis
Thanks to digitization of industrial assets in fleets, the ambitious goa...
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10/12/2018