# In-Situ early anomaly detection and remaining useful lifetime prediction for high-power white LEDs with distance and entropy-based long short-term memory recurrent neural networks

> Research article (Expert Systems with Applications, 2023) · cited 24× · AI/ML

**Wikidata**: [openalex:W4387267138](https://www.wikidata.org/wiki/openalex:W4387267138)  
**Source**: https://4ort.xyz/entity/in-situ-early-anomaly-detection-and-remaining-useful-lifetime-prediction-for-high-power-white-leds-with-distance-and-ent