Hybrid graph ML on B-rep CAD models augmented with rule-based manufacturing features improves effort estimation accuracy for sheet metal bending on both synthetic benchmarks and real industrial data.
A manufacturability analysis method for sheet metal based on rule reasoning.CIRP Journal of Manufacturing Science and Technology, 56:76–87
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CAD-feature enhanced machine learning for manufacturing effort estimation on sheet metal bending parts
Hybrid graph ML on B-rep CAD models augmented with rule-based manufacturing features improves effort estimation accuracy for sheet metal bending on both synthetic benchmarks and real industrial data.