Application of machine vision for tool condition monitoring and tool performance optimization–a review

T Banda, AA Farid, C Li, VL Jauw, CS Lim - The International Journal of …, 2022 - Springer
Rapid tool wear is a major concern of the machining operation, affecting the tooling cost and
dimensional tolerance of the components. In line with Industry 4.0, rapid tool failure can be …

Measurements of tool wear parameters using machine vision system

AA Thakre, AV Lad, K Mala - Modelling and Simulation in …, 2019 - Wiley Online Library
Monitoring tool wear is very important in machining industry as it may result in loss of
dimensional accuracy and quality of finished product. This work includes the development of …

In-process tool wear measurement system based on image analysis for CNC drilling machines

RG Lins, B Guerreiro, PRM de Araujo… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
Tool condition monitoring (TCM) has been a constant field of research. Conventionally,
some sensors are installed at specific parts of the machine, and by using the signal …

[PDF][PDF] Comparative study on tool fault diagnosis methods using vibration signals and cutting force signals by machine learning technique

SS Aralikatti, KN Ravikumar, H Kumar… - Structural Durability & …, 2020 - academia.edu
The state of cutting tool determines the quality of surface produced on the machined parts. A
faulty tool produces poor surface, inaccurate geometry and non-economic production. Thus …

Random forests based classification of tool wear using vibration signals and wear area estimation from tool image data

B Cardoz, HNEA Shaikh, SM Mulani, A Kumar… - … International Journal of …, 2023 - Springer
In precision manufacturing, tool condition monitoring is critical for improving surface finish,
increasing efficiency, and lowering manufacturing costs. The present work discusses a …

Measurement and analysis of tool wear using vision system

S Mehta, RA Singh, Y Mohata… - 2019 IEEE 6th …, 2019 - ieeexplore.ieee.org
During manufacturing of engineering components, it is a common practice to use the same
tool for machining multiple parts. The wear on the tool affects the quality of the component …

Flank wear prediction using spatial binary properties and artificial neural network in face milling of Inconel 718

T Banda, VL Jauw, C Li, A Akhavan Farid… - The International Journal …, 2022 - Springer
Machining of Inconel 718 causes rapid tool failure, which affects the tooling cost and
dimension tolerance of the components. Literature attributed flank wear as the dominant …

A model approach for in-process tool condition monitoring in CNC turning using machine vision

W Sawangsri, P Wattanasinbumrung - International Journal on Interactive …, 2022 - Springer
Tool wear monitoring and real-time predicting tool life during the machining process is
becoming a crucial element in modern manufacturing to properly determine the ideal point …

Monitoring of flank wear and damage on turning cutting tools by image processing

JKK Junior, JK Schueller, FAC Pinto… - The Journal of …, 2020 - periodicos.ufv.br
The development of the tool wear monitoring system by machining processes has been well
recognized in the machine industry mainly due to the growing demand for product quality …

Exploring the ViDiDetect Tool for Automated Defect Detection in Manufacturing with Machine Vision

M Dziubek, J Rysiński, D Jancarczyk - Applied Sciences, 2023 - mdpi.com
Automated monitoring of cutting tool wear is of paramount importance in the manufacturing
industry, as it directly impacts production efficiency and product quality. Traditional manual …