[HTML][HTML] Application of measurement systems in tool condition monitoring of Milling: A review of measurement science approach

DY Pimenov, MK Gupta, LRR da Silva, M Kiran… - Measurement, 2022 - Elsevier
Milling is a high-performance method that allows an efficient machining of both flat and
complexly shaped surfaces. During the milling process, the cutting tool (cutters), its cutting …

In-process machine vision monitoring of tool wear for Cyber-Physical Production Systems

RG Lins, PRM de Araujo, M Corazzim - Robotics and computer-integrated …, 2020 - Elsevier
The monitoring of tool wear in machining process is becoming a crucial element in the
modern production systems to predict the tool lifespan, and consequently the ideal point to …

Integrating intelligent machine vision techniques to advance precision manufacturing: a comprehensive survey in the context of mechatronics and beyond

DR Patel, AD Oza, M Kumar - International Journal on Interactive Design …, 2024 - Springer
Measuring machining parameters is essential for influencing the quality and precision of the
finished product in the manufacturing and machining industries. Machine vision systems …

Comparative analysis of different machine vision algorithms for tool wear measurement during machining

MA Makhesana, PJ Bagga, KM Patel, HD Patel… - Journal of Intelligent …, 2024 - Springer
Automatic tool condition monitoring becomes crucial in metal cutting because tool wear
impacts the final product's quality. The optical microscope approach for assessing tool wear …

Tool wear monitoring using an online, automatic and low cost system based on local texture

MT García-Ordás, E Alegre-Gutiérrez… - Mechanical systems and …, 2018 - Elsevier
In this work we propose a new online, low cost and fast approach based on computer vision
and machine learning to determine whether cutting tools used in edge profile milling …

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 …

Roundness Holes' Measurement for milled workpiece using machine vision inspection system based on IoT structure: A case study

Y Saif, Y Yusof, K Latif, AZA Kadir, M binti lliyas Ahmed… - Measurement, 2022 - Elsevier
Manufacturing Metrology is a vital aspect of the sophisticated industrial 4.0-based
manufacturing industry, as practically everything machined with certain metrological systems …

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 …

A CNN-based visual sorting system with cloud-edge computing for flexible manufacturing systems

Y Wang, K Hong, J Zou, T Peng… - IEEE transactions on …, 2019 - ieeexplore.ieee.org
Increasing customization has driven manufacturers to develop more flexible manufacturing
systems. In these systems, different models of the same part are able to share the same …

A vision-based fusion method for defect detection of milling cutter spiral cutting edge

T Zhang, C Zhang, Y Wang, X Zou, T Hu - Measurement, 2021 - Elsevier
Cutting tool is one of the most important parts of machine tool which greatly influences the
machining quality. Defect detection of cutting tool spiral cutting edge is usually done by …