#additive-manufacturing News & Analysis

2 articles tagged with #additive-manufacturing. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles

AIBullisharXiv – CS AI · Jun 196/10

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Multi-Head Attention-Based Feature Extractor Integration with Soft Actor-Critic for Porosity Prediction and Process Parameter Optimization in Additive Manufacturing

Researchers developed a machine learning system combining multi-head attention mechanisms with Soft Actor-Critic reinforcement learning to optimize additive manufacturing processes and predict porosity defects. The approach demonstrates faster convergence and superior performance compared to existing RL algorithms, achieving a convergence value of 322.79 within 14 episodes.

AINeutralarXiv – CS AI · Mar 34/105

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Adaptive Uncertainty-Guided Surrogates for Efficient phase field Modeling of Dendritic Solidification

Researchers developed a new AI-powered surrogate model using XGBoost and CNNs to significantly reduce computational costs in phase field simulations for metal solidification processes. The adaptive uncertainty-guided approach achieves accurate predictions while requiring fewer expensive simulations and reducing CO2 emissions in additive manufacturing applications.