# Data-Driven Fault Diagnosis Techniques: Non-Linear Directional Residual vs. Machine-Learning-Based Methods

> Research article (Sensors, 2022) · cited 14× · AI/ML

**Wikidata**: [openalex:W4220726932](https://www.wikidata.org/wiki/openalex:W4220726932)  
**Source**: https://4ort.xyz/entity/data-driven-fault-diagnosis-techniques-non-linear-directional-residual-vs-machine-learning-based-methods