2022
DOI: 10.3390/ma15186471
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Predicting Surface Residual Stress for Multi-Axis Milling of Ti-6Al-4V Titanium Alloy in Combined Simulation and Experiments

Abstract: As one essential indicator of surface integrity, residual stress has an important influence on the fatigue performance of aero engines’ thin-walled parts. Larger compressive or smaller tensile residual stress is more prone to causing fatigue cracks. To optimize the state of residual stress, the relationship between the surface residual stress and the machining conditions is studied in this work. A radial basis function (RBF) neural network model based on simulated and experimental data is developed to predict … Show more

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Cited by 9 publications
(5 citation statements)
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“…Table 4 lists the simulation arrangements for the implementation and analysis of the current study. The simulation of residual stress can be divided into four basic processes [23]: machining -cutting backtransformation constraints -cooling. Firstly, the cutting tool was set to complete the milling process according to the given cutting parameters.…”
Section: Cutting Process and Residual Stress Data Extractionmentioning
confidence: 99%
See 1 more Smart Citation
“…Table 4 lists the simulation arrangements for the implementation and analysis of the current study. The simulation of residual stress can be divided into four basic processes [23]: machining -cutting backtransformation constraints -cooling. Firstly, the cutting tool was set to complete the milling process according to the given cutting parameters.…”
Section: Cutting Process and Residual Stress Data Extractionmentioning
confidence: 99%
“…Simulation data extraction [23]. Comparison of residual stress on the surface of experiment and simulation under the different cases.…”
Section: Figuresmentioning
confidence: 99%
“…Liu et al [8] used FE to analyze the effect of tool geometry on residual stresses in orthogonal machining of Inconel 718 alloy. Wang et al [9] established a hybrid model combining experimental results and FE model to predict the residual stress profile of TC4 alloy for multi-axis milling. Jiang et al [10] use simulation and experiments to analyze the nonlinear relationship induced by cutting force and heat.…”
Section: Introductionmentioning
confidence: 99%
“…Therefore, thin-walled structures are applied due to the characteristics of lightweight and compact structures. However, it is easy to deform as a result of the low rigidity performance of thinwalled structures under the condition that cutting force, cutting heat, and clamping force during machining [1,2] . After the force balance is broken, the deformation of parts is caused by the redistribution of the internal stress [3] , which generates high residual stress.…”
Section: Introductionmentioning
confidence: 99%