# Multivariable probabilistic seismic demand models for parametric fragility prediction of isolated bridges portfolios under pulse-like GMs

> Research article (Engineering Structures, 2023) · cited 33× · AI/ML

**Wikidata**: [openalex:W4382752659](https://www.wikidata.org/wiki/openalex:W4382752659)  
**Source**: https://4ort.xyz/entity/multivariable-probabilistic-seismic-demand-models-for-parametric-fragility-prediction-of-isolated-bridges-portfolios-und