An ontology-augmented LLM system for LPBF defect diagnosis and mitigation guidance reaches 0.808 macro F1 and substantial Cohen's kappa agreement on a literature-derived test set.
Observation of Keyhole -Mode Laser Melting in Laser Powder -Bed Fusion Additive Manufacturing
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A structure-preserving conforming finite-element scheme for the non-isothermal Allen-Cahn-Navier-Stokes system that exactly preserves entropy production and conserves energy up to negative dissipation.
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A Knowledge-Driven LLM-Based Decision-Support System for Explainable Defect Analysis and Mitigation Guidance in Laser Powder Bed Fusion
An ontology-augmented LLM system for LPBF defect diagnosis and mitigation guidance reaches 0.808 macro F1 and substantial Cohen's kappa agreement on a literature-derived test set.
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Structure-preserving approximation for non-isothermal phase-field models in melt flow
A structure-preserving conforming finite-element scheme for the non-isothermal Allen-Cahn-Navier-Stokes system that exactly preserves entropy production and conserves energy up to negative dissipation.