# A physics-informed neural network enhanced importance sampling (PINN-IS) for data-free reliability analysis

> Research article (Probabilistic Engineering Mechanics, 2024) · cited 11× · AI/ML

**Wikidata**: [openalex:W4403364384](https://www.wikidata.org/wiki/openalex:W4403364384)  
**Source**: https://4ort.xyz/entity/a-physics-informed-neural-network-enhanced-importance-sampling-pinn-is-for-data-free-reliability-analysis