# Failure analysis of corroded hydrogen-blended natural gas pipelines based on finite element analysis and genetic algorithm-back propagation neural network

> Research article (Reliability Engineering & System Safety, 2025) · cited 12× · AI/ML

**Wikidata**: [openalex:W4409686048](https://www.wikidata.org/wiki/openalex:W4409686048)  
**Source**: https://4ort.xyz/entity/failure-analysis-of-corroded-hydrogen-blended-natural-gas-pipelines-based-on-finite-element-analysis-and-genetic-algorit