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A Dual-Stage Attention Model for Tool Wear Prediction in Dry Milling Operation [PDF]

open access: yesEntropy, 2022
The intelligent monitoring of tool wear status and wear prediction are important factors affecting the intelligent development of the modern machinery industry.
Yongrui Qin   +4 more
doaj   +2 more sources

Research on the Prediction of Roll Wear in a Strip Mill

open access: yesMetals
In the process of hot rolling silicon steel, roll wear directly affect its shape. Accurate prediction of roll wear is an important condition for rolling qualified silicon steel strips.
Jianhua Wei, Aimin Zhao
doaj   +3 more sources

Prediction of Tool Wear Rate and Tool Wear during Dry Orthogonal Cutting of Inconel 718

open access: yesMetals, 2023
A new prediction method was proposed based on the positive feedback relationship between tool geometry and tool wear rate. Dry orthogonal cutting of Inconel 718 was used as a case study. Firstly, tool wear rate models and a tool wear prediction flowchart
Ziqi Zhang   +3 more
doaj   +1 more source

Predicting Wear under Boundary Lubrication: A Decisive Statistical Study

open access: yesLubricants, 2023
The forthcoming revolution in mobility and the use of lubricants to ensure ecological friendliness intensifies the pressure on tribology for predictors in new life cycles, mainly addressing wear.
Bernd Goerlach   +3 more
doaj   +1 more source

Comprehensive modeling strategy for thermomechanical tribological behavior analysis of railway vehicle disc brake system

open access: yesFriction, 2023
A comprehensive modeling strategy for studying the thermomechanical tribological behaviors is proposed in this work. The wear degradation considering the influence of temperature (T) is predicted by Archard wear model with the help of the UMESHMOTION ...
Jiabao Yin, Chun Lu, Jiliang Mo
doaj   +1 more source

Wear Prediction of Curved Switch Rail in High-Speed Turnout and Influence of Wheel and Rail Wear on Vehicle Dynamic Performance

open access: yesApplied Sciences, 2023
A wear prediction model is built to research the wear of the curved switch rail in a high-speed turnout. The Archard wear model is used in the wear prediction model to analyze the profile evolution law.
Shuo Yan   +4 more
doaj   +1 more source

Method for real-time prediction of cutter wear during shield tunnelling: A new wear rate index and MCNN-GRU

open access: yesMethodsX, 2023
Cutter wear is one of the key factors influencing construction efficiency during shield tunnelling. Prediction of cutter wear can improve construction efficiency by reducing the times of cutter inspections in engineering practice.
Nan Zhang, Lin-Shuang Zhao
doaj   +1 more source

Multi-Step-Ahead Tool State Monitoring Using Clustering Feature-Based Recurrent Fuzzy Neural Networks

open access: yesIEEE Access, 2021
Reliable and precise multi-step-ahead tool wear state prediction is significant to modern industries for maintaining part quality and reducing cost. This study proposes a Clustering Feature-based Recurrent Fuzzy Neural Network (CFRFNN) for tool wear ...
Jiachen Yao, Baochun Lu, Junli Zhang
doaj   +1 more source

Development of a model for predicting worn profile of rail under the mixed slip conditions

open access: yesNihon Kikai Gakkai ronbunshu, 2020
Rail wear does not develop in a short term, but it is closely related to crack initiation. Furthermore, there is a possibility that the worn profile of rail influences the curving performance or the running stability.
Masahiro TSUJIE   +3 more
doaj   +1 more source

Distribution and Prediction of Incremental Cutter Flank Wear in High-Efficiency Milling

open access: yesApplied Sciences, 2023
In the milling of titanium alloy workpieces, tool wear seriously affects the surface quality of a workpiece and its tool life. It is of great significance to study the influence of instantaneous contact stiffness on instantaneous friction variables and ...
Peiyi Zhao   +3 more
doaj   +1 more source

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