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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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