# Simulation-free reliability analysis with importance sampling-based adaptive training physics-informed neural networks: Method and application to chloride penetration

> Research article (Reliability Engineering & System Safety, 2024) · cited 30× · AI/ML

**Wikidata**: [openalex:W4392820616](https://www.wikidata.org/wiki/openalex:W4392820616)  
**Source**: https://4ort.xyz/entity/simulation-free-reliability-analysis-with-importance-sampling-based-adaptive-training-physics-informed-neural-networks-m