# Near-fault pulse seismic ductility spectra for bridge columns based on machine learning

> Research article (Soil Dynamics and Earthquake Engineering, 2022) · cited 75× · AI/ML

**Wikidata**: [openalex:W4306315132](https://www.wikidata.org/wiki/openalex:W4306315132)  
**Source**: https://4ort.xyz/entity/near-fault-pulse-seismic-ductility-spectra-for-bridge-columns-based-on-machine-learning