The use of MD-CUMSUM and NARX neural network for anticipating the remaining useful life of bearings

A Rai, SH Upadhyay - Measurement, 2017 - Elsevier
The accurate determination of remaining useful life (RUL) of bearings is of immense
importance in the condition-based maintenance of any rotating machinery. In this paper, a …

Anomaly detection of tripod shafts using modified Mahalanobis distance

S Lee, JW Park, DS Kim, I Jeon, DC Baek - Journal of Mechanical Science …, 2018 - Springer
The tripod shafts used in high-speed trains transmit the power of a motor to axle reduction
units. A tripod shaft is designed as a shaft with a protective fuse because the load applied to …

Deviation based fault detection method for shackles under variable loading

S Lee, I Jeon, DC Baek - Journal of Mechanical Science and Technology, 2018 - Springer
Shackles used in lifting work are mainly subjected to fatigue loading during operation. The
failure of the shackles can lead to catastrophic accidents and economic loss because they …

A using of just-in-time learning based data driven method in continuous stirred tank heater

J Zheng, H Wang, H Zhou, T Gao - 2016 Seventh International …, 2016 - ieeexplore.ieee.org
As model-based methods have difficulty to solve more and more complex processes fault
detection problems today, data-driven based techniques have been wildly used in industrial …