[HTML][HTML] Tool condition monitoring methods applicable in the metalworking process
This article reviews and analyzes the approaches utilized for monitoring cutting tool
conditions. The Research focuses on publications from 2012 to 2022 (10 years), in which …
conditions. The Research focuses on publications from 2012 to 2022 (10 years), in which …
Multi-sensor information fusion for remaining useful life prediction of machining tools by adaptive network based fuzzy inference system
Remaining useful life (RUL) prediction of machining tools is a typical multi-sensor
information fusion problem. It involves the use of the monitoring information acquired from …
information fusion problem. It involves the use of the monitoring information acquired from …
Cutting tool prognostics enabled by hybrid CNN-LSTM with transfer learning
An effective strategy to predict the remaining useful life (RUL) of a cutting tool could
maximise tool utilisation, optimise machining cost, and improve machining quality. In this …
maximise tool utilisation, optimise machining cost, and improve machining quality. In this …
Review of machining metal matrix composites
A bstract Metal matrix composites (MMCs) are materials which have been widely used in the
aerospace and automobile industries since the 1980s and have been classified as hard-to …
aerospace and automobile industries since the 1980s and have been classified as hard-to …
[HTML][HTML] Predictive maintenance on the machining process and machine tool
This paper presents the process required to implement a data driven Predictive
Maintenance (PdM) not only in the machine decision making, but also in data acquisition …
Maintenance (PdM) not only in the machine decision making, but also in data acquisition …
Tool Wear and Remaining Useful Life Estimation of Difficult-to-machine Aerospace Alloys: a Review.
LUO Huan, Z Dinghua… - China Mechanical …, 2021 - search.ebscohost.com
Due to the special application requirements, such as light weight designs, strength, in
aeronautical manufacturing field, a large number of difficult-to-machine materials such as …
aeronautical manufacturing field, a large number of difficult-to-machine materials such as …
Investigations on tool wear, surface roughness, cutting temperature, and chip formation in machining of Cu-B-CrC composites
Composites have excellent material properties such as lightness, rigidity, and strength with
reinforcement of specialized materials to serve an extended field in engineering. Meanwhile …
reinforcement of specialized materials to serve an extended field in engineering. Meanwhile …
Investigation on universal tool wear measurement technique using image-based cross-correlation analysis
KM Fong, X Wang, S Kamaruddin, MZ Ismadi - Measurement, 2021 - Elsevier
Early detection of tool defects enables proactive prevention of disruption, thus increasing
productivity, maintaining quality and agility that brings significant competitive value to the …
productivity, maintaining quality and agility that brings significant competitive value to the …
Development of a cyber physical production system framework for smart tool health management
More and more organisations are trying to install tool health analytics dashboards for CNC
machines to avoid unexpected failures, maintain machining accuracy, and optimise tool …
machines to avoid unexpected failures, maintain machining accuracy, and optimise tool …
Applied machine tool data condition to predictive smart maintenance by using artificial intelligence
C Singh, MSS Rao, YM Mahaboobjohn… - International Conference …, 2022 - Springer
We describe how to integrate data-driven predictive maintenance (PdM) in machine
decision-making and data collection and processing. A brief overview of maintenance …
decision-making and data collection and processing. A brief overview of maintenance …