Advances in Industrial and Manufacturing Engineering · 2023 · 13 citations · 38 references
EngineeringManufacturing EngineeringManufacturing ProcessesManufacturing SystemsProcess ControlForm DevelopmentForming ProcessesAccuracyClosed-loop Process ControlDimension AccuracyDimensional AccuracyDimensional Accuracy AssessmentFormingMaterial-forming ProcessesProcess Characterization
As recent trends in manufacturing engineering disciplines show a clear development in the sustainable as well as economically efficient design of forming processes, monitoring techniques have been gaining in relevance. In terms of monitoring of product properties, most processes are currently open-loop controlled, entailing that the microstructure evolution, which determines the final product properties, is not considered. However, a closed-loop control that can adjust and manipulate the process actuators according to the required product properties of the component will lead to a considerable increase in efficiency of the processes regarding resources and will decrease postproduction of the component. For most forming processes, one set of component dimensions will result in a certain set of product properties. However, to successfully establish closed-loop property controls for the processes, a systematic understanding of the reciprocity of the dimensions after forming and final product properties must be established. This work investigates the evolution of dimensional accuracy as well as product properties for a series of forming processes that utilize different degrees of freedom for process control.
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Auto-Encoding Variational Bayes
Diederik P. Kingma, Max Welling · UvA-DARE (University of Amsterdam) · 2013 · 15.6K citations · Full text
Xiaosheng Gao, Tingting Zhang, Jun Zhou et al. · International Journal of Plasticity · 2010 · 236 citations
Natural Sciences, Computational Engineering, Materials Engineering +16
Closed-loop control of product properties in metal forming
Julian M. Allwood, Stephen Duncan, Jian Cao et al. · CIRP Annals · 2016 · 192 citations · Full text
Engineering, Manufacturing Engineering, Materials Engineering +17