# LightWarner: Predicting Failure of 3D NAND Flash Memory Using Reinforcement Learning

> Research article (IEEE Transactions on Computers, 2022) · cited 15× · AI/ML

**Wikidata**: [openalex:W4285306160](https://www.wikidata.org/wiki/openalex:W4285306160)  
**Source**: https://4ort.xyz/entity/lightwarner-predicting-failure-of-3d-nand-flash-memory-using-reinforcement-learning