# State classification of transformers using nonlinear dynamic analysis and Hidden Markov models

> Research article (Measurement, 2019) · cited 13× · AI/ML

**Wikidata**: [openalex:W2964030243](https://www.wikidata.org/wiki/openalex:W2964030243)  
**Source**: https://4ort.xyz/entity/state-classification-of-transformers-using-nonlinear-dynamic-analysis-and-hidden-markov-models