A critical review on applications of artificial intelligence in manufacturing
The fourth industrial revolution, Industry 4.0, has brought internet, artificial intelligence (AI),
and machine learning (ML) concepts into manufacturing. There is an immediate need to …
and machine learning (ML) concepts into manufacturing. There is an immediate need to …
Data-driven smart manufacturing: Tool wear monitoring with audio signals and machine learning
Tool wear in machining could result in poor surface finish, excessive vibration and energy
consumption. Monitoring tool wear in real-time is crucial to improve manufacturing …
consumption. Monitoring tool wear in real-time is crucial to improve manufacturing …
Research progress of noise in high-speed cutting machining
W Wei, Y Shang, Y Peng, R Cong - Sensors, 2022 - mdpi.com
High-speed cutting technology has become a development trend in the material processing
industry. However, high-intensity noise generated during high-speed cutting exerts a …
industry. However, high-intensity noise generated during high-speed cutting exerts a …
Ball-end tool wear monitoring and multi-step forecasting with multi-modal information under variable cutting conditions
Y Hao, L Zhu, J Wang, X Shu, J Yong, Z Xie… - Journal of Manufacturing …, 2024 - Elsevier
Tool condition recognition is considered an indispensable solution with significant
advantages in improving production cost and quality in intelligent manufacturing. However …
advantages in improving production cost and quality in intelligent manufacturing. However …
On-line quality control and tool wear evaluation in trimming process by data analytics techniques
E Garcia-Llamas, JMG Castro… - IOP Conference …, 2023 - iopscience.iop.org
Sheet metal is an extremely common form of use in broad engineering sectors and
represents the main consumption of steel and aluminum in Europe. All production processes …
represents the main consumption of steel and aluminum in Europe. All production processes …
Perspectives on data-driven models and its potentials in metal forming and blanking technologies
M Liewald, T Bergs, P Groche, BA Behrens… - Production …, 2022 - Springer
Today, design and operation of manufacturing processes heavily rely on the use of models,
some analytical, empirical or numerical ie finite element simulations. Models do reflect …
some analytical, empirical or numerical ie finite element simulations. Models do reflect …
Online monitoring and multi-objective optimisation of technological parameters in high-speed milling process
Online monitoring and optimisation of technological parameters are very effective methods
of improving productivity and machining surface quality, especially in high-speed milling …
of improving productivity and machining surface quality, especially in high-speed milling …
Investigating galling wear behaviour in sheet metal stamping using acoustic emissions
Galling wear in sheet metal stamping processes can degrade the product quality and
adversely affect the mass production. Studies have shown that acoustic emissions sensors …
adversely affect the mass production. Studies have shown that acoustic emissions sensors …
Approaches for preventing tool wear in sheet metal forming processes
T Trzepieciński - Machines, 2023 - mdpi.com
Sheet metal forming processes, the purpose of which is to give the shaped material
appropriate mechanical, dimensional and shape properties, are characterised by different …
appropriate mechanical, dimensional and shape properties, are characterised by different …
An industrially viable wavelet long-short term memory-deep multilayer perceptron-based approach to tool condition monitoring considering operational variability
MU Gudelek, G Serin, AM Ozbayoglu… - Proceedings of the …, 2023 - journals.sagepub.com
Tool wear is a fundamental aspect of the machining process. Therefore, tool condition
monitoring is of paramount importance to ensure part quality and avoid catastrophic …
monitoring is of paramount importance to ensure part quality and avoid catastrophic …