Deep Reinforcement Learning for autonomous pre-failure tool life improvement

HA Taha, S Yacout, Y Shaban - The International Journal of Advanced …, 2022 - Springer
This paper develops an approach to improve a CNC machine's tool performance and slow
down its degradation rate automatically in the Pre-Failure stage. A Deep Reinforcement …

Cutting tool remaining useful life during turning of metal matrix composites

Y Shaban, S Yacout - 2016 Annual Reliability and …, 2016 - ieeexplore.ieee.org
In this paper, the conditional reliability function and the Remaining Useful Life (RUL) of a
cutting tool are estimated as a function of the current condition's states. RUL is estimated …

[PDF][PDF] Identifying Optimal Intervene Hazard for Cutting Tools Considering Cost-availability Optimization

Y Shaban, S Yacout - … of the 2016 International Conference on …, 2016 - academia.edu
In this paper, the optimal intervene hazard and their associated optimal tool replacement
times were found considering three models of optimization, namely cost optimization …

Tool replacement based on pattern recognition with LAD

Y Shaban, S Yacout… - 2015 Annual Reliability …, 2015 - ieeexplore.ieee.org
While traditional maintenance cost optimization is based on finding the reliability, and thus
the probability of failure over time, in this paper, we show how to exploit condition monitoring …

[PDF][PDF] Smart Warning System for The Rotating Parts Based on Cloud Computing

AM Ali, S Yacout, EA Rabeih, Y Shaban - ieomsociety.org
Abstract New Smart Warning System (SWS) that use to send a warning level report about
the machine components failure behavior via distance is proposed in this article. The data …

[图书][B] Physics-based simulation and reliability modeling for multi-objective optimization of advanced cutting tools in machining titanium alloys

M Sima - 2015 - search.proquest.com
Titanium alloys are widely used in various industries due to their superior characteristics
such as high strength-to-weight ratio, toughness, corrosion resistance and bio-compatibility …

Diagnosis of Machining Conditions Based on Logical Analysis of Data

Y Shaban - 2014 - publications.polymtl.ca
ABSTRACT A key issue for an unattended and automated machining system is the
development of reliable and robust monitoring and controlling systems. Research in Artificial …