# Lyapunov optimization machine learning resource allocation approach for uplink underlaid D2D communication in 5G networks

> Research article (IET Communications, 2021) · cited 18× · AI/ML

**Wikidata**: [openalex:W3190580514](https://www.wikidata.org/wiki/openalex:W3190580514)  
**Source**: https://4ort.xyz/entity/lyapunov-optimization-machine-learning-resource-allocation-approach-for-uplink-underlaid-d2d-communication-in-5g-network