# A two-step failure identification approach using a stochastic optimization-based ensemble learning model for beams without pristine data

> Research article (Engineering Structures, 2025) · cited 21× · AI/ML

**Wikidata**: [openalex:W4409349881](https://www.wikidata.org/wiki/openalex:W4409349881)  
**Source**: https://4ort.xyz/entity/a-two-step-failure-identification-approach-using-a-stochastic-optimization-based-ensemble-learning-model-for-beams-witho