# A novel deep denoising model integrating transformer and time–frequency loss for gearbox fault diagnosis

> Research article (Advanced Engineering Informatics, 2025) · cited 19× · AI/ML

**Wikidata**: [openalex:W4410388163](https://www.wikidata.org/wiki/openalex:W4410388163)  
**Source**: https://4ort.xyz/entity/a-novel-deep-denoising-model-integrating-transformer-and-timefrequency-loss-for-gearbox-fault-diagnosis