# Deep neural networks for the efficient simulation of macro-scale hysteresis processes with generic excitation waveforms

> Research article (Engineering Applications of Artificial Intelligence, 2023) · cited 17× · AI/ML

**Wikidata**: [openalex:W4319744994](https://www.wikidata.org/wiki/openalex:W4319744994)  
**Source**: https://4ort.xyz/entity/deep-neural-networks-for-the-efficient-simulation-of-macro-scale-hysteresis-processes-with-generic-excitation-waveforms