[HTML][HTML] Physics based models for characterization of machining performance–A critical review

H Attia, A Sadek, Y Altintas, A Matsubara… - CIRP Journal of …, 2024 - Elsevier
This paper presents a comprehensive review of the concept of machinability by considering
the dynamic, tribological, and thermo-mechanical interactions encountered at the tool-chip …

Cutting tool wear prediction in machining operations, a review

M Soori, B Arezoo - Journal of New Technology and Materials, 2022 - hal.science
In the machining process, tool wear is an unavoidable reason for tool failure. Tool wear has
an impact on not just tool life but also the quality of the finished product in terms of …

An FEM-based approach for tool wear estimation in machining

A Malakizadi, H Gruber, I Sadik, L Nyborg - Wear, 2016 - Elsevier
This study presents an FEM-based approach to predict the rate of flank wear evolution for
uncoated cemented carbide tools in longitudinal turning processes. This novel approach …

Knowledge-embedded machine learning and its applications in smart manufacturing

F Farbiz, MS Habibullah, B Hamadicharef… - Journal of Intelligent …, 2023 - Springer
Demands for more accurate machine learning models have given rise to rethinking current
modeling approaches that were deemed unsuitable, primarily due to their computational …

Influence of friction models on FE simulation results of orthogonal cutting process

A Malakizadi, K Hosseinkhani, E Mariano, E Ng… - … International Journal of …, 2017 - Springer
It is well-known that the reliability of finite element (FE) simulation results of cutting
processes depends mainly on two factors: implementation of a well-defined constitutive …

Physics-informed tool wear prediction in turning process: A thermo-mechanical wear-included force model integrated with machine learning

F Pashmforoush, AE Araghizad, E Budak - Journal of Manufacturing …, 2024 - Elsevier
Tool wear prediction is essential for increasing production efficiency, improving product
quality and reducing manufacturing costs. However, most of the existing studies are either …

[HTML][HTML] Evaluation of tool wear and cutting performance considering effects of dynamic nodes movement based on FEM simulation

SHI Zhenyu, LI **n, D Ningmin, Y Qibiao - Chinese Journal of Aeronautics, 2021 - Elsevier
An accurate estimation of tool wear morphology can provide the opportunity to investigate
the influence of tool wear on cutting performance as well as reduce the overall production …

Occurrence of catastrophic tool wear patterns through systematic thermomechanical modeling

K Zhuang, L Zou, J Weng, C Hu - Journal of Manufacturing Processes, 2024 - Elsevier
To achieve optimal tool performance, it is essential to not only comprehend the wear
patterns during the steady wear stage but also the final one where catastrophic wear …

Prediction model of tool wear volume in precision turning of ceramic particle reinforced aluminum matrix composites

HZ Liu, WJ Zong - The International Journal of Advanced Manufacturing …, 2019 - Springer
In this work, a geometrical model is established to calculate the wear volume of cutting tool,
into which the effects of rake angle, clearance angle, and tool nose radius are successfully …

A unique methodology for tool life prediction in machining

K Hosseinkhani, EG Ng - Journal of Manufacturing and Materials …, 2020 - mdpi.com
In this paper, a unique approach for estimating tool life using a hybrid finite element method
coupled with empirical wear rate equation is presented. In the proposed approach, the …