Optimizing predictive maintenance with machine learning for reliability improvement

Y Ren - ASCE-ASME Journal of Risk and …, 2021 - asmedigitalcollection.asme.org
Predictive maintenance, as a form of pro-active maintenance, has increasing usage and
shows significant superiority over the corrective and preventive maintenance. However …

Highly accelerated life testing (HALT): A review from a statistical perspective

DH Collins, AV Huzurbazar… - Wiley Interdisciplinary …, 2024 - Wiley Online Library
Despite its use in one form or another for at least four decades, HALT and related
techniques [eg, highly accelerated‐stress screening (HASS) and stress audits (HASA)] are …

Drill bit deformations in rotary drilling systems under large-amplitude stick-slip vibrations

I Kessai, S Benammar, MZ Doghmane, KF Tee - Applied Sciences, 2020 - mdpi.com
Featured Application This research work can be applied to provide a preventive
maintenance planning and strategy of drill bit in rotary drilling systems under harmful …

Development of monitoring and forecasting technology energy efficiency of well drilling using mechanical specific energy

A Kunshin, M Dvoynikov, E Timashev, V Starikov - Energies, 2022 - mdpi.com
This article is devoted to the development of technology for improving the efficiency of
directional well drilling by predicting and adjusting the system of static and dynamic …

AI-driven maintenance support for downhole tools and electronics operated in dynamic drilling environments

L Kirschbaum, D Roman, G Singh, J Bruns… - IEEE …, 2020 - ieeexplore.ieee.org
Downhole tools are complex electro-mechanical systems that perform critical functions in
drilling operations. The electronics within these systems provide vital support, such as …

Transitions of wear characteristics for rubber/steel seal pairs during the abrasive wear process

Q Zhou, S Li, K Zhang, K Qin, M Lv, W Sun, T Yuan - Tribology Letters, 2021 - Springer
Abrasive wear resulting from the microclastic rock is a common failure phenomenon in the
drilling environment that often limits the sealing ability and the service life of seals. In this …

A self-powered rotating speed sensor for downhole motor based on triboelectric nanogenerator

Y Wang, C Wu, S Yang - IEEE Sensors Journal, 2020 - ieeexplore.ieee.org
The rotating speed of the downhole motor is very important to the drilling process, so it is
necessary to be measured in real-time. Here, a self-powered downhole motor rotating speed …

The particle breakage effect on abrasive wear process of rubber/steel seal pairs under high/low pressure

Z Zhou, Q Zhou, K Qin, S Li, K Zhang, T Yuan, W Sun - Polymers, 2023 - mdpi.com
Pressure has a significant effect on rubber seal performance in the abrasive environments of
drilling. The micro-clastic rocks intruding into the seal interface are prone to fracture, which …

Research status and prospect of wear and aging on hydraulic rubber sealing materials

Y Zhang, X Yang, S Wang, G Lv… - Plastics, Rubber …, 2023 - journals.sagepub.com
The aging and wear of rubber seals cause frequent maintenance of the hydraulic system.
Based on the literature, the failure mechanism of aging and wear of rubber materials in …

An overview of torque meters and new devices development for condition monitoring of mining machines

B Zietek, P Krot, P Borkowski - IOP Conference Series: Earth and …, 2021 - iopscience.iop.org
Condition monitoring and diagnostics of minerals mining machines is a challenging task for
operating companies and their maintenance staff. Conventional approaches based on …