AINeutralarXiv – CS AI · 18h ago6/10
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Physics-Guided Sequence-Based Generative Framework for Acoustic Metamaterial Inverse Design
Researchers introduce MetaSeq, a physics-guided generative framework that uses sequence-based representations to design acoustic metamaterials with broadband responses. The approach reduces design errors by 45% compared to existing methods by combining machine learning with physics-based validation, addressing a long-standing challenge in materials engineering where structures optimized for one frequency often fail at others.