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Contrastive Learning for Fault Detection and Diagnostics in the Context of Changing Operating Conditions and Novel Fault Types

Sensors (Basel, Switzerland), 2021-05, Vol.21 (10), p.3550

2021

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Temporal signals to images: Monitoring the condition of industrial assets with deep learning image processing algorithms

Proceedings of the Institution of Mechanical Engineers. Part O, Journal of risk and reliability, 2022-08, Vol.236 (4), p.617-627

2022

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Interpretable Detection of Partial Discharge in Power Lines with Deep Learning

Sensors (Basel, Switzerland), 2021-03, Vol.21 (6), p.2154

2021

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Feature learning for fault detection in high-dimensional condition monitoring signals

Proceedings of the Institution of Mechanical Engineers. Part O, Journal of risk and reliability, 2020-02, Vol.234 (1), p.104-115

2020

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Domain Adaptation for One-Class Classification: Monitoring the Health of Critical Systems Under Limited Information

International journal of prognostics and health management, 2019-12, Vol.10 (4)

2019

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Unsupervised transfer learning for anomaly detection: Application to complementary operating condition transfer

Knowledge-based systems, 2021-03, Vol.216, p.106816, Article 106816

2021

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Bluetooth Data in an Urban Context: Retrieving Vehicle Trajectories

IEEE transactions on intelligent transportation systems, 2017-09, Vol.18 (9), p.2377-2386

2017

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Fully learnable deep wavelet transform for unsupervised monitoring of high-frequency time series

Proceedings of the National Academy of Sciences - PNAS, 2022-02, Vol.119 (8)

2022

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Missing-Class-Robust Domain Adaptation by Unilateral Alignment

IEEE transactions on industrial electronics (1982), 2021-01, Vol.68 (1), p.663-671

2021

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Controlled generation of unseen faults for Partial and Open-Partial domain adaptation

Reliability engineering & system safety, 2023-02, Vol.230, p.108857, Article 108857

2023

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Decision support system for an intelligent operator of utility tunnel boring machines

Automation in construction, 2021-11, Vol.131, p.103880, Article 103880

2021

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Learning Informative Health Indicators Through Unsupervised Contrastive Learning

IEEE transactions on reliability, 2024, p.1-13

2024

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Improving generalization of deep fault detection models in the presence of mislabeled data

2020 IEEE International Conference on Systems, Man, and Cybernetics (SMC), 2020, p.3103-3110

2020

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Domain Adaptive Transfer Learning for Fault Diagnosis

2019 Prognostics and System Health Management Conference (PHM-Paris), 2019, p.279-285

2019

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A Primal-Dual Algorithm for Link Dependent Origin Destination Matrix Estimation

IEEE transactions on signal and information processing over networks, 2017-03, Vol.3 (1), p.104-113

2017

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From Data to Physics: Signal Processing for Measurement Head Degradation

PHM Society European Conference, 2018-06, Vol.4 (1)

Michau, Gabriel

2018

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Unsupervised Fault Detection in Varying Operating Conditions

2019 IEEE International Conference on Prognostics and Health Management (ICPHM), 2019, p.1-10

2019

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Canonical polyadic decomposition and deep learning for machine fault detection

PHM Society European Conference, 2021-06, Vol.6 (1), p.9

2021

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Domain Adaptations for Guided Wave SHM of Composites: Towards Fleet Monitoring

PHM Society European Conference, 2021-06, Vol.6 (1), p.9

2021

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Feature Selecting Hierarchical Neural Network for Industrial System Health Monitoring: Catching Informative Features with LASSO

Annual Conference of the PHM Society, 2018-09, Vol.10 (1)

2018

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Fleet PHM for Critical Systems: Bi-level Deep Learning Approach for Fault Detection

PHM Society European Conference, 2018-06, Vol.4 (1)

2018

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Deep Feature Learning Network for Fault Detection and Isolation

Annual Conference of the PHM Society, 2017-10, Vol.9 (1)

2017

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Contrastive Feature Learning for Fault Detection and Diagnostics in Railway Applications

SSRN Electronic Journal

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Integrin β1 Optimizes Diabetogenic T Cell Migration and Function in the Pancreas

Frontiers in immunology, 2018-05, Vol.9, p.1156-1156

2018

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RPC: The Rosetta Plasma Consortium

Space science reviews, 2007-02, Vol.128 (1-4), p.629-647

2007

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Contrastive Learning for Fault Detection and Diagnostics in the Context of Changing Operating Conditions and Novel Fault Types

Temporal signals to images: Monitoring the condition of industrial assets with deep learning image processing algorithms

Interpretable Detection of Partial Discharge in Power Lines with Deep Learning

Feature learning for fault detection in high-dimensional condition monitoring signals

Domain Adaptation for One-Class Classification: Monitoring the Health of Critical Systems Under Limited Information

Unsupervised transfer learning for anomaly detection: Application to complementary operating condition transfer

Bluetooth Data in an Urban Context: Retrieving Vehicle Trajectories

Fully learnable deep wavelet transform for unsupervised monitoring of high-frequency time series

Missing-Class-Robust Domain Adaptation by Unilateral Alignment

Controlled generation of unseen faults for Partial and Open-Partial domain adaptation

Decision support system for an intelligent operator of utility tunnel boring machines

Learning Informative Health Indicators Through Unsupervised Contrastive Learning

Improving generalization of deep fault detection models in the presence of mislabeled data

Domain Adaptive Transfer Learning for Fault Diagnosis

A Primal-Dual Algorithm for Link Dependent Origin Destination Matrix Estimation

From Data to Physics: Signal Processing for Measurement Head Degradation

Unsupervised Fault Detection in Varying Operating Conditions

Canonical polyadic decomposition and deep learning for machine fault detection

Domain Adaptations for Guided Wave SHM of Composites: Towards Fleet Monitoring

Feature Selecting Hierarchical Neural Network for Industrial System Health Monitoring: Catching Informative Features with LASSO

Fleet PHM for Critical Systems: Bi-level Deep Learning Approach for Fault Detection

Deep Feature Learning Network for Fault Detection and Isolation

Contrastive Feature Learning for Fault Detection and Diagnostics in Railway Applications

Integrin β1 Optimizes Diabetogenic T Cell Migration and Function in the Pancreas

RPC: The Rosetta Plasma Consortium

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