A review on deep learning in machining and tool monitoring: Methods, opportunities, and challenges

V Nasir, F Sassani - The International Journal of Advanced Manufacturing …, 2021 - Springer
Data-driven methods provided smart manufacturing with unprecedented opportunities to
facilitate the transition toward Industry 4.0–based production. Machine learning and deep …

Modeling and optimizing the specific cutting energy of medium density fiberboard during the helical up-milling process

R Li, C He, W Xu, X Wang - Wood Material Science & Engineering, 2023 - Taylor & Francis
Due to the flexible motion characteristics, helical milling could achieve high surface quality
and cutting stability. The effects of input parameters on specific cutting energy (SCE) during …

Study of cutting power and power efficiency during straight-tooth cylindrical milling process of particle boards

R Li, Q Yao, W Xu, J Li, X Wang - Materials, 2022 - mdpi.com
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 …

Investigating damage mechanisms of honeycomb cores machined with PCD circular saw blades

J Kang, H Zhang, Z Zhang, T Bai, C Zuo, J Guo… - Journal of Materials …, 2024 - Elsevier
Aluminum honeycomb core (AHC) is extensively applied in aerospace and transportation
industries for its exceptional strength-to-weight ratio. However, the unique structure of AHCs …

Granulometric characterization of wood dust emission from CNC machining of natural wood and medium density fiberboard

R Kminiak, M Kučerka, L Kristak, R Reh, P Antov… - Forests, 2021 - mdpi.com
The aim of this paper was to determine the particle size composition of wood dust emission
from CNC milling of natural wood and medium-density fiberboard (MDF) and evaluate the …

Analysis of wear mechanism and sawing performance of carbide and PCD circular saw blades in machining hard aluminum alloy

J Kang, J Zhang, K Wang, D Zhang, T Bai… - International Journal of …, 2023 - Elsevier
High-efficiency sawing is widely applied in primary and secondary machining sectors, but it
faces limitations due to saw tooth life and manufacturing constraints. This research …

[HTML][HTML] Granulometric characterization of Arctic driftwood sawdust from frame sawing process

D Chuchala, T Rogoziński, KA Orlowski… - Industrial Crops and …, 2024 - Elsevier
Arctic driftwood can be used as an alternative source of wood as construction timber and
furniture material, especially in Iceland and Greenland. The use of Arctic driftwood can help …

Modelling the process of splitting wood and chipless cutting Pinus sylvestris L. wood in terms of designing the geometry of the tools and the driving force of the …

Ł Warguła, D Wojtkowiak, M Kukla… - European Journal of Wood …, 2023 - Springer
The size of wood is reduced by splitting or chipless cutting whilst logging trees, limbing, or
preparing wood to be a fuel, for example, or in order to improve the efficiency of wood drying …

Analysis of surface roughness of chemically impregnated Scots pine processed using frame-sawing machine

D Chuchala, KA Orlowski, S Hiziroglu… - … Material Science & …, 2023 - Taylor & Francis
The objective of this work was to evaluate the effect of the impregnation process of pine
wood (Pinus sylvestris L.) on roughness parameters of the surface processed on a frame …

Simulation analysis of the circular sawing process of medium density fiberboard (MDF) based on the Johnson–Cook model

M Yu, B Wang, P Ji, B Li, L Zhang, Q Zhang - European Journal of Wood …, 2024 - Springer
Medium density fiberboard (MDF) is a commonly used engineered wood product. Sawing is
a key process in MDF usage. In this study, a Johnson–Cook constitutive model for two types …