Prediction of cutting force via machine learning: state of the art, challenges and potentials
Cutting force is a critical factor that reflects the machining states and affects tool wear, cutting
stability, and the quality of the machined surface. Accurate prediction of cutting force has …
stability, and the quality of the machined surface. Accurate prediction of cutting force has …
Tool wear state recognition based on feature selection method with whitening variational mode decomposition
X Wei, X Liu, C Yue, L Wang, SY Liang, Y Qin - Robotics and Computer …, 2022 - Elsevier
Tool states affect the surface quality and equipment stop time. It is essential to seek a
method with high accuracy and efficiency to model and predict tool states. Cutting process …
method with high accuracy and efficiency to model and predict tool states. Cutting process …
[HTML][HTML] Study of cutting power and power efficiency during straight-tooth cylindrical milling process of particle boards
The cutting power consumption of milling has direct influence on the economic benefits of
manufacturing particle boards. The influence of the milling parameters on the cutting power …
manufacturing particle boards. The influence of the milling parameters on the cutting power …
A digital twin defined autonomous milling process towards the online optimal control of milling deformation for thin-walled parts
C Zhang, G Zhou, Q Xu, Z Wei, C Han… - The International Journal of …, 2023 - Springer
Thin-walled parts are widely used in the aerospace industry, where the milling deformation
of the parts caused by their thin-walled draping and extremely large size ratio characteristics …
of the parts caused by their thin-walled draping and extremely large size ratio characteristics …
[HTML][HTML] Modeling and predicting the machined surface roughness and milling power in Scot's pine helical milling process
Helical milling with the advantages of stable machining process, a well-machined surface
quality, etc., is an interest of researchers and producers. Machined surface roughness …
quality, etc., is an interest of researchers and producers. Machined surface roughness …
A multi-criteria decision-making system for selecting cutting parameters in milling process
W Sun, Y Zhang, M Luo, Z Zhang, D Zhang - Journal of Manufacturing …, 2022 - Elsevier
The selection of cutting parameters is of great importance in machining, especially for
machining aviation parts with high performance requirements, since cutting parameters …
machining aviation parts with high performance requirements, since cutting parameters …
[HTML][HTML] Multi-objective optimization of process parameters during micro-milling of nickel-based alloy inconel 718 using taguchi-grey relation integrated approach
This research investigates the machinability of Inconel 718 under conventional machining
speeds using three different tool coatings in comparison with uncoated tool during milling …
speeds using three different tool coatings in comparison with uncoated tool during milling …
Applying improved fuzzy grey relation analysis algorithm in multi-objective optimization for high-speed milling of 4Cr5MoSiV steel
DH Tien, P Van Bong, LT Hung - Process Integration and Optimization for …, 2022 - Springer
This study presents an approach to optimize machining parameters with multi-response
output using an experimental design in high-speed milling. For the experimental design …
output using an experimental design in high-speed milling. For the experimental design …
Tool wear state recognition based on WOA-SVM with statistical feature fusion of multi-signal singularity
X Gai, Y Cheng, R Guan, Y Jin, M Lu - The International Journal of …, 2022 - Springer
Tool wear state is the key factor affecting machining quality, machining efficiency, and
cutting stability in the cutting process. Serious wear condition will even lead to machining …
cutting stability in the cutting process. Serious wear condition will even lead to machining …
Surface finish comparison of dry and coolant fluid high-speed milling of Jis sdk61 mould steel
TH Le, VB Pham, TD Hoang - Engineering, Technology & Applied …, 2022 - etasr.com
This paper investigates the influence of dry high-speed milling on the surface quality of JIS
SKD61 hard steel, compared to the conventional coolant fluid method. This research was …
SKD61 hard steel, compared to the conventional coolant fluid method. This research was …