# LLM-TSFD: An industrial time series human-in-the-loop fault diagnosis method based on a large language model

> Research article (Expert Systems with Applications, 2024) · cited 50× · AI/ML

**Wikidata**: [openalex:W4404634756](https://www.wikidata.org/wiki/openalex:W4404634756)  
**Source**: https://4ort.xyz/entity/llm-tsfd-an-industrial-time-series-human-in-the-loop-fault-diagnosis-method-based-on-a-large-language-model