# Toward Physics-Informed Machine-Learning-Based Predictive Maintenance for Power Converters—A Review

> Research article (IEEE Transactions on Power Electronics, 2023) · cited 94× · AI/ML

**Wikidata**: [openalex:W4388019148](https://www.wikidata.org/wiki/openalex:W4388019148)  
**Source**: https://4ort.xyz/entity/toward-physics-informed-machine-learning-based-predictive-maintenance-for-power-convertersa-review