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Fully Learnable Deep Wavelet Transform for Unsupervised Monitoring of High-Frequency Time Series


May 03, 2021
Gabriel Michau, Olga Fink

* 15 pages, 7 figures, 5 tables 

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Domain Adaptive Semantic Segmentation with Self-Supervised Depth Estimation


Apr 28, 2021
Qin Wang, Dengxin Dai, Lukas Hoyer, Olga Fink, Luc Van Gool


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Uncertainty-aware Remaining Useful Life predictor


Apr 08, 2021
Luca Biggio, Alexander Wieland, Manuel Arias Chao, Iason Kastanis, Olga Fink


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Decision Support System for an Intelligent Operator of Utility Tunnel Boring Machines


Jan 08, 2021
Gabriel Rodriguez Garcia, Gabriel Michau, Herbert H. Einstein, Olga Fink

* 17 pages, 5 figures, 3 tables 

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Battery Model Calibration with Deep Reinforcement Learning


Dec 07, 2020
Ajaykumar Unagar, Yuan Tian, Manuel Arias-Chao, Olga Fink


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Improving Generalization of Deep Fault Detection Models in the Presence of Mislabeled Data


Sep 30, 2020
Katharina Rombach, Gabriel Michau, Olga Fink

* 12 pages, 3 figures, 5 tables 

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Interpretable Partial Discharge Detection with Temporal Convolution and Pulse Activation Maps: An application to Power Lines


Sep 17, 2020
Gabriel Michau, Chi-Ching Hsu, Olga Fink

* 12 pages, 3 figures, 2 tables 

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Transferring Complementary Operating Conditions for Anomaly Detection


Aug 18, 2020
Gabriel Michau, Olga Fink

* 12 pages, 7 figures, 3 tables 

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Off-Policy Reinforcement Learning for Efficient and Effective GAN Architecture Search


Jul 17, 2020
Yuan Tian, Qin Wang, Zhiwu Huang, Wen Li, Dengxin Dai, Minghao Yang, Jun Wang, Olga Fink

* To appear in ECCV 2020 

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Real-Time Model Calibration with Deep Reinforcement Learning


Jun 09, 2020
Yuan Tian, Manuel Arias Chao, Chetan Kulkarni, Kai Goebel, Olga Fink

* 18 pages, 10 figures 

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Time Series to Images: Monitoring the Condition of Industrial Assets with Deep Learning Image Processing Algorithms


May 19, 2020
Gabriel Rodriguez Garcia, Gabriel Michau, Mélanie Ducoffe, Jayant Sen Gupta, Olga Fink

* 11 pages, 3 figures, 2 tables 

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Anomaly Detection And Classification In Time Series With Kervolutional Neural Networks


May 14, 2020
Oliver Ammann, Gabriel Michau, Olga Fink

* 9 pages, 1 figure, 4 tables 

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Missing-Class-Robust Domain Adaptation by Unilateral Alignment for Fault Diagnosis


Jan 07, 2020
Qin Wang, Gabriel Michau, Olga Fink


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Knowledge-Induced Learning with Adaptive Sampling Variational Autoencoders for Open Set Fault Diagnostics


Dec 28, 2019
Manuel Arias Chao, Bryan T. Adey, Olga Fink

* 21 pages, 9 Figures, submitted to the journal of Reliability Engineering & System Safety 

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Fully Unsupervised Feature Alignment for Critical System Health Monitoring with Varied Operating Conditions


Jul 22, 2019
Gabriel Michau, Olga Fink


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Unsupervised Fault Detection in Varying Operating Conditions


Jul 15, 2019
Gabriel Michau, Olga Fink

* Proceedings of the 2019 IEEE International Conference on Prognostics and Health Management 

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Domain Adaptive Transfer Learning for Fault Diagnosis


May 15, 2019
Qin Wang, Gabriel Michau, Olga Fink

* Presented at 2019 Prognostics and System Health Management Conference (PHM 2019) in Paris, France 

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Feature Learning for Fault Detection in High-Dimensional Condition-Monitoring Signals


Oct 12, 2018
Gabriel Michau, Yang Hu, Thomas Palmé, Olga Fink


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