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.
Machine learn- ing for engineering design toward smart customization: A systematic review.Journal of Manufacturing Systems, 65:391–405
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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.