2022
DOI: 10.3390/ma15228109
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Integrated Numerical Simulations and Experimental Measurements for the Sintering Process of Injection-Molded Ti-6Al-4V Alloy

Abstract: Metal injection molding (MIM) is an advanced manufacturing technology that enables the mass production of high-performance and complex materials, such as the Ti-6Al-4V alloy. The determination of the size change and deformation of the Ti-6Al-4V alloy after the sintering process is challenging and critical for quality control. The numerical simulation could be a fast and cost-effective way to predict size change and deformation, given the large degrees of freedom for the sintering process. Herein, a finite elem… Show more

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Cited by 4 publications
(3 citation statements)
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“…Others may involve dimensional reduction due to high-dimensional representations [ 17 ], which should be carefully investigated to avoid severe information loss and reduce structural variability. Overall, the physical descriptor-based method is the most convenient and capable category for material design [ 18 ]. Dealing with massive data, ML approaches were employed to learn the intricate relationship between microstructure characteristics and their homogenized responses.…”
Section: Introductionmentioning
confidence: 99%
“…Others may involve dimensional reduction due to high-dimensional representations [ 17 ], which should be carefully investigated to avoid severe information loss and reduce structural variability. Overall, the physical descriptor-based method is the most convenient and capable category for material design [ 18 ]. Dealing with massive data, ML approaches were employed to learn the intricate relationship between microstructure characteristics and their homogenized responses.…”
Section: Introductionmentioning
confidence: 99%
“…The main controlled molding parameters are as follows: the material temperature, the mold temperature, the injection pressure and the speed [5]. The material temperature modifies the feedstock viscosity, which decreases as the temperature increases.…”
mentioning
confidence: 99%
“…Su et al [5] developed an FE method based on the thermal-elastic-viscoplastic macroscopic model to predict the shrinkage, deformation, relative density, and crack of injectionmolded Ti-6Al-4V after sintering, using commercially available Simufact software. In the authors' research, experiments were simultaneously performed to justify the accuracy of the sintering model and simulation method.…”
mentioning
confidence: 99%