An efficient deep learning prognostic model for remaining useful life estimation of high speed CNC milling machine cutters

CNC machines are engaged in numerous industries, including critical ones like the aerospace, automotive, and military sectors, among others. Sensor data are time-series that may suffer from complex interconnections between variables and dynamic features. Long Short Term Memory LSTM excels in dynamic...

Full description

Bibliographic Details
Published in:	Results in Engineering
Main Authors:	Hamdy K. Elminir, Mohamed A. El-Brawany, Dina Adel Ibrahim, Hatem M. Elattar, E.A. Ramadan
Format:	Article
Language:	English
Published:	Elsevier 2024-12-01
Subjects:	CNC milling machine Deep Learning DL LSTM AutoEncoder and RUL
Online Access:	http://www.sciencedirect.com/science/article/pii/S2590123024016724

Similar Items

Remain useful life forecasting for roller bearings using sparse auto-encoder
by: Yifeng Tang, et al.
Published: (2023-09-01)

Pick-interval scallop heightestimation using three types of geometrical end mill cutters on CNC milling machine
by: Ahmed A.A.Duroobi, et al.
Published: (2013-06-01)

Tool Path Generation for CNC Milling Based on STL File
by: Nadia Sami Hasan, et al.
Published: (2015-02-01)

Development of a new CNC grinding machine for 3+2-axis grinding of the profile rotary milling cutter
by: Milutinović Milan, et al.
Published: (2022-01-01)

Computer Numerical Control CNC Machine Health Prediction using ‎Multi-domain Feature Extraction and Deep Neural Network Regression
by: Dina adel, et al.
Published: (2022-12-01)

Perbandingan pembuatan produk menggunakan simulasi program CNC dan CNC Milling
by: Hendra -, et al.
Published: (2022-04-01)

Pengukuran Parameter Energi Listrik pada Mesin CNC Milling pada Beberapa Tingkat Kecepatan Potong
by: Susastro Susastro, et al.
Published: (2022-11-01)

Study The Effect of Process Parameters of CNC Milling Surface Generation Using Al-alloy 7024
by: Nareen Hafidh Obaeed, et al.
Published: (2019-09-01)

GRAPHIC MODELING OF A DRILLING FIXTURE AS A PART OF EMCO MILL 55 CNC MILLING AND DRILLING SYSTEM
by: Georgiana - Alexandra Costin, et al.
Published: (2016-11-01)

GRAPHIC MODELING OF A DRILLING FIXTURE AS A PART OF EMCO MILL 55 CNC MILLING AND DRILLING SYSTEM
by: Georgiana - Alexandra Costin, et al.
Published: (2016-11-01)

Investigation of the Applicability of Acoustic Emission Signals for Adaptive Control in CNC Wood Milling
by: Miroslav Dado, et al.
Published: (2025-06-01)

OPTIMIZATION OF MANUFACTURING PROCESSES USING MODERN AUTOMATED CNC MILLING MACHINES
by: Borivoj Novaković, et al.
Published: (2018-12-01)

A Series Production Data Set for Five-Axis CNC Milling
by: Anna-Maria Schmitt, et al.
Published: (2024-04-01)

Thermal Simulation of CNC Milling Machine Drives
by: Fecko Branislav, et al.
Published: (2021-09-01)

THE INVESTIGATION OF END MILL FEEDS ON CNC ROUTER MACHINE USING VIBRATION METHOD
by: Agung Wahyudi Biantoro, et al.
Published: (2020-04-01)

Stabilization of Contour Milling on CNC Machines
by: Yuri Petrakov, et al.
Published: (2025-02-01)

Unlocking Dual Utility: 1D-CNN for Milling Tool Health Assessment and Experimental Optimization
by: Ghazal Farhani, et al.
Published: (2024-01-01)

New geometry and technology of face-gear forming with circle line of teeth on CNC milling machine
by: P. Frąckowiak, et al.
Published: (2012-01-01)

A multimodal dataset for process monitoring and anomaly detection in industrial CNC millingKITopen
by: Robin Ströbel, et al.
Published: (2025-12-01)

Conventional milling into CNC machine tool remanufacturing: Sustainability modeling
by: Ziyad Tariq Abdullah
Published: (2020-11-01)

BLTTNet: feature fusion based on BiLSTM-Transfomer-TCN for prediction of remaining useful life of aircraft engines
by: Yixu Yang, et al.
Published: (2025-07-01)

Initialization of cutting tools and milling paths for 5-axis CNC flank milling of freeform surfaces
by: Pengbo Bo, et al.
Published: (2025-06-01)

SAE+LSTM: A New Framework for Emotion Recognition From Multi-Channel EEG
by: Xiaofen Xing, et al.
Published: (2019-06-01)

Prediction of Remaining Useful Life of Aero-engines Based on CNN-LSTM-Attention
by: Sizhe Deng, et al.
Published: (2024-09-01)

Data model-based toolpath generation techniques for CNC milling machines
by: Jianbin Liao, et al.
Published: (2024-03-01)

A novel transformer-based DL model enhanced by position-sensitive attention and gated hierarchical LSTM for aero-engine RUL prediction
by: Xinping Chen
Published: (2024-05-01)

CNC milling of EVA foam with varying hardness for custom orthotic shoe insoles and process parameter optimization
by: P. W. Anggoro, et al.
Published: (2019-09-01)

Multi-Condition Remaining Useful Life Prediction Based on Mixture of Encoders
by: Yang Liu, et al.
Published: (2025-01-01)

Analisa Produk Pola Cetakan Lilin yang Diproduksi Menggunakan DIY-CNC-Endmill
by: Firman Ridwan, et al.
Published: (2018-10-01)

An Energy Consumption Estimation Method for the Tool Setting Process in CNC Milling Based on the Modular Arrangement of Predetermined Time Standards
by: Zhaohui Feng, et al.
Published: (2023-10-01)

Sound Detection Monitoring Tool in CNC Milling Sounds by K-Means Clustering Algorithm
by: Cheng-Yu Peng, et al.
Published: (2021-06-01)

Optimization of aluminum 6061 surface integrity on dry-running machining CNC milling using Taguchi methods
by: Rifky Maulana Yusron, et al.
Published: (2023-09-01)

The road from MLE to EM to VAE: A brief tutorial
by: Ming Ding
Published: (2022-01-01)

REKAYASA CNC TURNING SEBAGAI MEDIA PEMBELAJARAN CNC
by: Bambang Setiyo Hari Purwoko
Published: (2016-07-01)

Effect of Milling Parameters on Amplitude Spectrum of Vibrations during Milling Materials Based on Wood
by: Áron Hortobágyi, et al.
Published: (2023-04-01)

Low-cost automated cell counting module fabricated using CNC milling and soft lithography
by: Takanobu Takenouchi, et al.
Published: (2024-12-01)

ASAHM: A Python module for hybrid FFF (Fused Filament Fabrication)/CNC (computer numerically controlled) manufacturing
by: Luis Vincent Tejada Martinez, et al.
Published: (2025-02-01)

Optimization of CNC technology in the manufacturing process of an artistic product
by: Katarina Remic, et al.
Published: (2020-12-01)

Implementation of an Academic Learning Module for CNC Manufacturing Technology of the Part ”Double Fixing Fork”
by: Georgiana-Alexandra Moroşanu, et al.
Published: (2025-07-01)

Technology for manufacturing of shaper milling cutters by 3+2 grinding proces on horizontal CNC milling center
by: Milutinović Milan D., et al.
Published: (2022-01-01)