Multi-Sensor Prognostics using an Unsupervised Health Index based on
LSTM Encoder-Decoder

Multi-Sensor Prognostics using an Unsupervised Health Index based on LSTM Encoder-Decoder

22 August 2016

Pankaj Malhotra

Anusha Ramakrishnan

Gautam M. Shroff

Papers citing "Multi-Sensor Prognostics using an Unsupervised Health Index based on LSTM Encoder-Decoder"

14 / 14 papers shown

Title
Deep Learning-Based Residual Useful Lifetime Prediction for Assets with Uncertain Failure Modes Yuqi Su Xiaolei Fang 26 0 0 09 May 2024
Health Index Estimation Through Integration of General Knowledge with Unsupervised Learning Kristupas Bajarunas Marcia Baptista Kai Goebel M. A. Chao 24 3 0 08 May 2024
Interaction models for remaining useful life estimation D. Zhevnenko M. Kazantsev Ilya Makarov 21 3 0 10 Jan 2023
Learning Informative Health Indicators Through Unsupervised Contrastive Learning Katharina Rombach Gabriel Michau Wilfried Bürzle Stefan Koller Olga Fink SSL 24 2 0 28 Aug 2022
A Comprehensive Review of Digital Twin -- Part 1: Modeling and Twinning Enabling Technologies Adam Thelen Xiaoge Zhang Olga Fink Yan Lu Sayan Ghosh B. Youn Michael D. Todd S. Mahadevan Chao Hu Zhen Hu SyDa AI4CE 27 188 0 26 Aug 2022
A Review of Machine Learning Methods Applied to Structural Dynamics and Vibroacoustic Barbara Z Cunha C. Droz A. Zine Stéphane Foulard M. Ichchou AI4CE 35 84 0 13 Apr 2022
Big Machinery Data Preprocessing Methodology for Data-Driven Models in Prognostics and Health Management Sergio Cofre-Martel E. Droguett M. Modarres AI4CE 32 37 0 08 Oct 2021
Anomaly Detection in Beehives: An Algorithm Comparison Padraig Davidson M. Steininger Florian Lautenschlager Anna Krause Andreas Hotho 29 5 0 08 Oct 2021
Dual Aspect Self-Attention based on Transformer for Remaining Useful Life Prediction Zhizheng Zhang Wen Song Qiqiang Li AI4TS 47 165 0 30 Jun 2021
Anomaly Detection in Beehives using Deep Recurrent Autoencoders Padraig Davidson M. Steininger Florian Lautenschlager Konstantin Kobs Anna Krause Andreas Hotho 23 21 0 10 Mar 2020
A Neural Network-Evolutionary Computational Framework for Remaining Useful Life Estimation of Mechanical Systems David Laredo Zhaoyin Chen O. Schütze Jianqiao Sun 17 46 0 15 May 2019
Data-driven Prognostics with Predictive Uncertainty Estimation using Ensemble of Deep Ordinal Regression Models T. Vishnu Diksha Garg Pankaj Malhotra L. Vig Gautam M. Shroff UQCV 32 15 0 23 Mar 2019
Deep Learning for Anomaly Detection: A Survey Raghavendra Chalapathy Sanjay Chawla AI4TS 41 1,479 0 10 Jan 2019
Feature Learning for Fault Detection in High-Dimensional Condition-Monitoring Signals Gabriel Michau Yang Hu Thomas Palmé Olga Fink 16 48 0 12 Oct 2018