# PID controller‐based adaptive gradient optimizer for deep neural networks

> Research article (IET Control Theory and Applications, 2022) · cited 12× · AI/ML

**Wikidata**: [openalex:W4309998813](https://www.wikidata.org/wiki/openalex:W4309998813)  
**Source**: https://4ort.xyz/entity/pid-controllerbased-adaptive-gradient-optimizer-for-deep-neural-networks