# PID Controller-Based Stochastic Optimization Acceleration for Deep Neural Networks

> Research article (IEEE Transactions on Neural Networks and Learning Systems, 2020) · cited 83× · AI/ML

**Wikidata**: [openalex:W3003534552](https://www.wikidata.org/wiki/openalex:W3003534552)  
**Source**: https://4ort.xyz/entity/pid-controller-based-stochastic-optimization-acceleration-for-deep-neural-networks