# Improving energy efficiency of individual centrifugal pump systems using model-free and on-line optimization methods

> Research article (Applied Energy, 2021) · cited 30× · AI/ML

**Wikidata**: [openalex:W3201626144](https://www.wikidata.org/wiki/openalex:W3201626144)  
**Source**: https://4ort.xyz/entity/improving-energy-efficiency-of-individual-centrifugal-pump-systems-using-model-free-and-on-line-optimization-methods