# Constitutive model-constrained physics-informed neural networks framework for nonlinear structural seismic response prediction

> Research article (Computer Methods in Applied Mechanics and Engineering, 2025) · cited 15× · AI/ML

**Wikidata**: [openalex:W4410286603](https://www.wikidata.org/wiki/openalex:W4410286603)  
**Source**: https://4ort.xyz/entity/constitutive-model-constrained-physics-informed-neural-networks-framework-for-nonlinear-structural-seismic-response-pred