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An approach for tool wear prediction using customized DenseNet and GRU integrated model based on multi-sensor feature fusion

Journal of Intelligent Manufacturing, 2022
Xianli Liu   +5 more
semanticscholar   +1 more source

Prediction of Tool Wear Progress in Machining of Carbon Steel using different Tool Wear Mechanismsl

International Journal of Material Forming, 2008
In this paper the prediction of tool wear on carbide uncoated tools was taken into account. In particular, two different tool wear models based on the diffusion mechanism and on the abrasion mechanism were considered. The calibration of the utilized models was done using the results obtained by experimental analysis performed on an orthogonally ...
UMBRELLO, Domenico   +4 more
openaire   +1 more source

Optimal tool replacement with nondecreasing tool wear

International Journal of Production Research, 1992
This paper addresses the problem of optimal tool replacement, specifically the selection of the optimal initial tool setting and the tool replacement cycle. A tool replacement model is derived by assuming tool wear is the most important factor affecting machining accuracy.
ANGUS JEANG, KAI YANG
openaire   +1 more source

Tool wear monitoring through online measured cutting force and cutting temperature during face milling Inconel 718

The International Journal of Advanced Manufacturing Technology, 2022
D. Liu   +5 more
semanticscholar   +1 more source

Physics-informed meta learning for machining tool wear prediction

Journal of manufacturing systems, 2022
Yilin Li   +3 more
semanticscholar   +1 more source

Modeling and Multi-objective Optimization Method of Machine Tool Energy Consumption Considering Tool Wear

International Journal of Precision Engineering and Manufacturing - Green Technology, 2021
Bo Li, Xitian Tian, Min Zhang
semanticscholar   +1 more source

Tool wear monitoring sensors

1990
Tool breakage and uncontrolled wear are the main reasons for poor quality in machining of discrete components and expensive secondary costs. On-line tool wear monitoring is thus desirable in an unattended manufacturing system. It is now considered necessary to employ several types of sensors measuring different parameters associated with tool wear and ...
K. H. Hale, B. E. Jones
openaire   +1 more source

A new method based on a WOA-optimized support vector machine to predict the tool wear

The International Journal of Advanced Manufacturing Technology, 2022
Yaonan Cheng   +5 more
semanticscholar   +1 more source

A state-of-the-art review on tool wear and surface integrity characteristics in machining of superalloys

CIRP - Journal of Manufacturing Science and Technology, 2021
M. Sarıkaya   +7 more
semanticscholar   +1 more source

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