# Demand-driven inverse design and optimization for ultra-thin broadband sound-absorbing metamaterials based on metaheuristic-enhanced autoencoder network

> Research article (Composites Part B Engineering, 2025) · cited 18× · AI/ML

**Wikidata**: [openalex:W4410487868](https://www.wikidata.org/wiki/openalex:W4410487868)  
**Source**: https://4ort.xyz/entity/demand-driven-inverse-design-and-optimization-for-ultra-thin-broadband-sound-absorbing-metamaterials-based-on-metaheuris