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Benoît Eynard

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#graph neural networks Open access Oct 2026

Circularity-based hybrid learning framework for disassembly sequence planning in early-stage design

In the early-stage design phase, disassembly sequence planning must often rely on an incomplete engineering bill of materials rather than on detailed CAD geometry. This paper proposes a circularity-based hybrid learning framework that combines a genetic algorithm, Q-learning, and a graph neural network to generate and...

Bertrand Marconnet, Anicet Barrios, Frédéric Demoly et al. · 0 citations

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