Applied Sciences · 2021 · 11 citations · 32 references
ArchitectureDesignManufacturing EngineeringComputer-aided DesignDesign AutomationDesign OptimizationDesign For ManufacturingDigital PrototypingOptimization-based DesignShape OptimizationStructural OptimizationTopology OptimizationConstraintsDesign Automation For FabricationManufacturingPrototype OptimizationShape-topology OptimizationStructural Topology OptimizationTopology Optimization Of Lightweight StructuresTopology-informed Design
Topology optimization is a powerful digital engineering tool for the development of lightweight products. Nevertheless, the transition of obtained design proposals into manufacturable parts is still a challenging task. In this article, the development of a freeware framework is shown, which uses a hybrid topology optimization algorithm for stiffness and strength combined with manufacturing constraints based on finite spheres and a two-step smoothing algorithm to design manufacturable prototypes with “one click”. The presented workflow is shown in detail on a rocker, which is “one-click”-optimized and manufactured. These parts were experimentally tested using a universal testing machine. The objective of this article was to investigate the performance of “one-click”-optimized parts in comparison with manually redesigned optimized parts and the initial design space. The test results show that the design proposals created while applying the finite-spheres and two-step smoothing are equal to the manual redesigned parts based on the optimization results, proposing that the “one-click”-development can be used for the fast and direct development and fabrication of prototypes.
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Scikit-learn: Machine Learning in Python
Fabián Pedregosa, Gaël Varoquaux, Alexandre Gramfort et al. · arXiv (Cornell University) · 2012 · 63.7K citations · Full text
Topology optimization approaches
Ole Sigmund, Kurt Maute · Structural and Multidisciplinary Optimization · 2013 · 2.8K citations