Titlebook: Numerical Methods in Industrial Forming Processes; Numiform 2023 Jan Kusiak,?ukasz Rauch,Krzysztof Regulski Conference proceedings‘‘‘‘‘‘‘‘

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Cold Forging of Hollow Shafts with Variable Wall Thickness by Means of an Adjustable Forming Zone,tomized hollow shafts with predefined wall thickness locations or internal splines has already been demonstrated. However, experimental validation has not yet been carried out. In this paper, the first experimental results on hollow shafts produced with wall thickness changes along their longitudina

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Numerical and Experimental Analysis of the Influence of Manufacturing Parameters in Additive Manufawith differences below 4.5% between the manufactured and simulated parts. As for the results of residual stresses measured at a single point on the lateral face, for most of the results, the difference was less than 4%; however, there was a large dispersion of results. When the values of average res

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Material Parameters Identification of Thin Fiber-Based Materials Using the Method of Machine Learnihypothetical mapping function in this case is learned from the numerical study between material parameters and deformation behavior. In this paper, such data generated by numerical studies are used to train the machine learning model and, based on this, to determine elastic (e.g., Young’s modulus),

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