Artificial intelligence for automatic prediction of required surface roughness by monitoring wear on face mill teeth

DY Pimenov, A Bustillo, T Mikolajczyk - Journal of Intelligent …, 2018 - Springer
Nowadays, face milling is one of the most widely used machining processes for the
generation of flat surfaces. Following international standards, the quality of a machined …

Machine-learning for automatic prediction of flatness deviation considering the wear of the face mill teeth

A Bustillo, DY Pimenov, M Mia, W Kapłonek - Journal of Intelligent …, 2021 - Springer
The acceptance of the machined surfaces not only depends on roughness parameters but
also in the flatness deviation (Δ fl). Hence, before reaching the threshold of flatness …

[PDF][PDF] Comparison of artificial neural network, fuzzy logic and genetic algorithm for cutting temperature and surface roughness prediction during the face milling …

B Savkovic, P Kovac, D Rodic, B Strbac… - Adv. Prod. Eng …, 2020 - apem-journal.org
ABSTRACT ARTICLEINFO This paper shows the possibility of applying artificial intelligence
methods in milling, as one of the most common machining operations. The main goal of the …

Optimization of cutting conditions using artificial neural networks and the Edgeworth-Pareto method for CNC face-milling operations on high-strength grade-H steel

AT Abbas, DY Pimenov, IN Erdakov… - … International Journal of …, 2019 - Springer
Abstract Computer Numerical Control (CNC) face milling is commonly used to manufacture
products from high-strength grade-H steel in both the automotive and the construction …

[PDF][PDF] A grey-fuzzy approach for optimizing machining parameters and the approach angle in turning AISI 1045 steel

N Senthilkumar, J Sudha… - Advances in Production …, 2015 - academia.edu
Traditional metal removal process such as 'turning'utilizes a hardened cutting tool to remove
unwanted material from the rotating workpiece to obtain the desired shape. During the …

Surface Quality Evaluation in the Milling Process Using a Ball Nose End Mill

J Varga, P Ižol, M Vrabeľ, Ľ Kaščák, M Drbúl… - Applied Sciences, 2023 - mdpi.com
Shaped surfaces are increasingly used in the field of mold-making for casting or injection
molding, where future products include shapes with different curvatures. These are surfaces …

Optimization of machining parameters for turning operation with multiple quality characteristics using Grey relational analysis

F Puh, Z Jurkovic, M Perinic, M Brezocnik, S Buljan - Tehnički vjesnik, 2016 - hrcak.srce.hr
Optimization of machining processes is essential for achieving of higher productivity and
high quality products in order to remain competitive. This study investigates multi-objective …

[PDF][PDF] Prediction of surface roughness in the ball-end milling process using response surface methodology, genetic algorithms, and grey wolf optimizer algorithm

M Sekulic, V Pejic, M Brezocnik… - Advances in …, 2018 - apem-journal.org
The primary objective of machining operations modeling is developing a predictive
capability for machining performance in order to facilitate effective planning of machining …

[PDF][PDF] Surface roughness assessing based on digital image features

G Simunovic, I Svalina, K Simunovic… - Advances in …, 2016 - apem-journal.org
ABSTRACTARTICLEINFO The paper gives an account of the machined surface roughness
investigation based on the features of a digital image taken subsequent to the technological …

Research on emulsion mist generation in the conditions of Minimum Quantity Cooling Lubrication (MQCL)

RW Maruda, E Feldshtein, S Legutko, GM Krolczyk - Tehnički vjesnik, 2015 - hrcak.srce.hr
Sažetak The paper presents the effect of emulsion mist generation parameters and the
distance of the nozzle from the contact zone of the cutting wedge with the workpiece on the …