Bearings Remaining Useful Life Prediction with Combinatorial Feature Extraction Method and Gated Recurrent Unit Network

2020 IEEE 9th Data Driven Control and Learning Systems Conference (DDCLS) ◽

10.1109/ddcls49620.2020.9275098 ◽

2020 ◽

Author(s):

Li Xiao ◽

Zhenxing Liu ◽

Yong Zhang ◽

Ying Zheng

Keyword(s):

Feature Extraction ◽

Extraction Method ◽

Life Prediction ◽

Remaining Useful Life ◽

Feature Extraction Method ◽

Useful Life ◽

Gated Recurrent Unit ◽

Download Full-text

A Similarity-based Feature Extraction Method for Remaining Useful Life Prediction of Bearings

2020 IEEE 1st China International Youth Conference on Electrical Engineering (CIYCEE) ◽

10.1109/ciycee49808.2020.9404329 ◽

2020 ◽

Author(s):

Yujie Zhao ◽

Chaoshun Li ◽

Xin Hu

Keyword(s):

Feature Extraction ◽

Extraction Method ◽

Life Prediction ◽

Remaining Useful Life ◽

Feature Extraction Method ◽

Download Full-text

Remaining Useful Life Prediction using Dynamic Principal Component Analysis and Deep Gated Recurrent Unit Network

10.1109/phm-nanjing52125.2021.9612895 ◽

2021 ◽

Author(s):

Liudong Gu ◽

Yifan Zhou ◽

Zhisheng Zhang ◽

Hao Li ◽

Lei Zhang

Keyword(s):

Principal Component Analysis ◽

Life Prediction ◽

Principal Component ◽

Component Analysis ◽

Remaining Useful Life ◽

Dynamic Principal Component Analysis ◽

Useful Life ◽

Gated Recurrent Unit ◽

Download Full-text

A Remaining Useful Life Prediction Method with Automatic Feature Extraction for Aircraft Engines

2019 18th IEEE International Conference On Trust, Security And Privacy In Computing And Communications/13th IEEE International Conference On Big Data Science And Engineering (TrustCom/BigDataSE) ◽

10.1109/trustcom/bigdatase.2019.00097 ◽

2019 ◽

Author(s):

Kunyuan Deng ◽

Xiaoyong Zhang ◽

Yijun Cheng ◽

Zhiyong Zheng ◽

Fu Jiang ◽

...

Keyword(s):

Feature Extraction ◽

Life Prediction ◽

Prediction Method ◽

Remaining Useful Life ◽

Aircraft Engines ◽

Automatic Feature Extraction ◽

Download Full-text

An Improved Similarity Matching Bidirectional Gated Recurrent Unit Autoencoder Scheme for Remaining Useful Life Prediction

10.1109/phm-nanjing52125.2021.9612656 ◽

2021 ◽

Author(s):

Yuhang Duan ◽

Honghui Li ◽

Ning Zhang ◽

Yanhui Bai

Keyword(s):

Life Prediction ◽

Remaining Useful Life ◽

Similarity Matching ◽

Useful Life ◽

Gated Recurrent Unit

Download Full-text

Correlation Analysis and Augmentation of Samples for a Bidirectional Gate Recurrent Unit network for the Remaining Useful Life Prediction of Bearings

IEEE Sensors Journal ◽

10.1109/jsen.2020.3046653 ◽

2020 ◽

pp. 1-1

Author(s):

Bo Fu ◽

Wangjun Yuan ◽

Xiaolong Cui ◽

Tian Yu ◽

XiLin Zhao ◽

...

Keyword(s):

Correlation Analysis ◽

Life Prediction ◽

Remaining Useful Life ◽

Useful Life ◽

Download Full-text

Gated Recurrent Unit Networks for Remaining Useful Life Prediction

IFAC-PapersOnLine ◽

10.1016/j.ifacol.2020.12.2795 ◽

2020 ◽

Vol 53 (2) ◽

pp. 10498-10504

Author(s):

Li Li ◽

Zhen Zhao ◽

Xiaoxiao Zhao ◽

Kuo-Yi Lin

Keyword(s):

Life Prediction ◽

Remaining Useful Life ◽

Useful Life ◽

Gated Recurrent Unit

Download Full-text

Remaining Useful Life Prediction for Bearings Based on a Gated Recurrent Unit

IEEE Transactions on Instrumentation and Measurement ◽

10.1109/tim.2021.3054025 ◽

2021 ◽

Vol 70 ◽

pp. 1-11

Author(s):

Zijun Que ◽

Xiaohang Jin ◽

Zhengguo Xu

Keyword(s):

Life Prediction ◽

Remaining Useful Life ◽

Useful Life ◽

Gated Recurrent Unit

Download Full-text

Feature Extraction for Data-Driven Remaining Useful Life Prediction of Rolling Bearings

IEEE Transactions on Instrumentation and Measurement ◽

10.1109/tim.2021.3059500 ◽

2021 ◽

Vol 70 ◽

pp. 1-10

Author(s):

Huimin Zhao ◽

Haodong Liu ◽

Yang Jin ◽

Xiangjun Dang ◽

Wu Deng

Keyword(s):

Feature Extraction ◽

Life Prediction ◽

Remaining Useful Life ◽

Data Driven ◽

Rolling Bearings ◽

Download Full-text

Application of EMD-WVD and particle filter for gearbox fault feature extraction and remaining useful life prediction

Journal of Vibroengineering ◽

10.21595/jve.2017.17680 ◽

2017 ◽

Vol 19 (3) ◽

pp. 1793-1808 ◽

Author(s):

Xin Liu ◽

Yunxian Jia ◽

Zewen He ◽

Jie Zhou

Keyword(s):

Feature Extraction ◽

Particle Filter ◽

Life Prediction ◽

Remaining Useful Life ◽

Useful Life ◽

Fault Feature Extraction

Download Full-text

Gated recurrent unit based recurrent neural network for remaining useful life prediction of nonlinear deterioration process

Reliability Engineering & System Safety ◽

10.1016/j.ress.2019.01.006 ◽

2019 ◽

Vol 185 ◽

pp. 372-382 ◽

Author(s):

Jinglong Chen ◽

Hongjie Jing ◽

Yuanhong Chang ◽

Qian Liu

Keyword(s):

Neural Network ◽

Recurrent Neural Network ◽

Life Prediction ◽

Remaining Useful Life ◽

Deterioration Process ◽

Useful Life ◽

Gated Recurrent Unit

Download Full-text