# An approach for load frequency control enhancement in two-area hydro-wind power systems using LSTM + GA-PID controller with augmented lagrangian methods

> Research article (Scientific Reports, 2025) · cited 20× · AI/ML

**Wikidata**: [openalex:W4406177305](https://www.wikidata.org/wiki/openalex:W4406177305)  
**Source**: https://4ort.xyz/entity/an-approach-for-load-frequency-control-enhancement-in-two-area-hydro-wind-power-systems-using-lstm-ga-pid-controller-wit