# Transforming Prediction into Decision: Leveraging Transformer-Long Short-Term Memory Networks and Automatic Control for Enhanced Water Treatment Efficiency and Sustainability

> Research article (Sensors, 2025) · cited 10× · AI/ML

**Wikidata**: [openalex:W4408230530](https://www.wikidata.org/wiki/openalex:W4408230530)  
**Source**: https://4ort.xyz/entity/transforming-prediction-into-decision-leveraging-transformer-long-short-term-memory-networks-and-automatic-control-for-e