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Study on In-Situ Tool Wear Detection during Micro End Milling Based on Machine Vision [PDF]

open access: yesMicromachines, 2022
Most in situ tool wear monitoring methods during micro end milling rely on signals captured from the machining process to evaluate tool wear behavior; accurate positioning in the tool wear region and direct measurement of the level of wear are difficult ...
Xianghui Zhang   +6 more
doaj   +2 more sources

On the Tool Wear in Cutting of Plastics

open access: bronzeTransactions of the Japan Society of Mechanical Engineers, 1963
In this paper, an elemental study related to the selection of tool materials used to cut plastics is made and the tool wears caused by cutting of plastics with High-Speed-Steel tool and some kinds of carbide tools are discussed. From these studies, some effects of cutting conditions upon the tool wear and the kind of tool materials most suitable for ...
Masami MASUKO   +2 more
openalex   +5 more sources

A Novel Multivariate Cutting Force-Based Tool Wear Monitoring Method Using One-Dimensional Convolutional Neural Network [PDF]

open access: yesSensors, 2022
Tool wear condition monitoring during the machining process is one of the most important considerations in precision manufacturing. Cutting force is one of the signals that has been widely used for tool wear condition monitoring, which contains the ...
Xu Yang   +4 more
doaj   +2 more sources

Milling Tool Wear Prediction Method Based on Deep Learning Under Variable Working Conditions

open access: yesIEEE Access, 2020
Tool wear prediction is essential to ensure part quality and machining efficiency. Tool wear is affected by factors such as the material, structure, process, and processing time of the parts.
Mingwei Wang   +4 more
doaj   +2 more sources

An overview of techniques for monitoring and compensating tool wear in micro-electrical discharge machining [PDF]

open access: yesHeliyon
Micro-electrical discharge machining (μEDM) is severely affected by tool wear and its process variants, which can lead to compromised precision and dimensional disruptions in micro-part production.
Rahul Nadda   +5 more
doaj   +2 more sources

Comparison of Tool Wear, Surface Morphology, Specific Cutting Energy and Cutting Temperature in Machining of Titanium Alloys Under Hybrid and Green Cooling Strategies

open access: yesInternational Journal of Precision Engineering and Manufacturing - Green Technology, 2023
Cutting energy must be reduced in order to make machining processes more eco-friendly. More energy was expended for the same amount of material removed, hence a higher specific cutting energy (SCE) implies inefficient material removal.
M.K. Gupta   +6 more
semanticscholar   +1 more source

Prediction of Tool Wear Rate and Tool Wear during Dry Orthogonal Cutting of Inconel 718

open access: yesMetals, 2023
A new prediction method was proposed based on the positive feedback relationship between tool geometry and tool wear rate. Dry orthogonal cutting of Inconel 718 was used as a case study. Firstly, tool wear rate models and a tool wear prediction flowchart
Ziqi Zhang   +3 more
doaj   +1 more source

The Study of Tool Wear Mechanism Considering the Tool–Chip Interface Temperature during Milling of Aluminum Alloy

open access: yesLubricants, 2023
ADC12 aluminum alloy has been widely used in the aerospace, ship, and automotive fields because of its high specific strength, excellent die-casting performance, and wear resistance.
Xinxin Meng   +3 more
doaj   +1 more source

Tool wear prediction in face milling of stainless steel using singular generative adversarial network and LSTM deep learning models

open access: yesThe International Journal of Advanced Manufacturing Technology, 2022
During milling operations, wear of cutting tool is inevitable; therefore, tool condition monitoring is essential. One of the difficulties in detecting the state of milling tools is that they are visually inspected, and due to this, the milling process ...
M. Shah   +5 more
semanticscholar   +1 more source

Tool Wear in Nickel-Based Superalloy Machining: An Overview

open access: yesProcesses, 2022
Nickel-based superalloys have been widely used in the aerospace, petrochemical, and marine fields and others because of their good oxidation resistance, corrosion resistance, stability, and reliability at various temperatures.
Rui Wang   +5 more
semanticscholar   +1 more source

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