# An end-to-end framework combining time–frequency expert knowledge and modified transformer networks for vibration signal classification

> Research article (Expert Systems with Applications, 2021) · cited 66× · AI/ML

**Wikidata**: [openalex:W3120745309](https://www.wikidata.org/wiki/openalex:W3120745309)  
**Source**: https://4ort.xyz/entity/an-end-to-end-framework-combining-timefrequency-expert-knowledge-and-modified-transformer-networks-for-vibration-signal-