# Unsupervised Signal Anomaly Transformer method: Achieving bearing life anomaly detection without the need for failure samples

> Research article (Engineering Applications of Artificial Intelligence, 2024) · cited 13× · AI/ML

**Wikidata**: [openalex:W4400773462](https://www.wikidata.org/wiki/openalex:W4400773462)  
**Source**: https://4ort.xyz/entity/unsupervised-signal-anomaly-transformer-method-achieving-bearing-life-anomaly-detection-without-the-need-for-failure-sam