# Two-stage prediction of machinery fault trend based on deep learning for time series analysis

> Research article (Digital Signal Processing, 2021) · cited 30× · AI/ML

**Wikidata**: [openalex:W3177169361](https://www.wikidata.org/wiki/openalex:W3177169361)  
**Source**: https://4ort.xyz/entity/two-stage-prediction-of-machinery-fault-trend-based-on-deep-learning-for-time-series-analysis