# MILP formulation improvement with k-means clustering for the beam layout optimization in multibeam satellite systems

> Research article (Computers & Industrial Engineering, 2021) · cited 16× · AI/ML

**Wikidata**: [openalex:W3138140877](https://www.wikidata.org/wiki/openalex:W3138140877)  
**Source**: https://4ort.xyz/entity/milp-formulation-improvement-with-k-means-clustering-for-the-beam-layout-optimization-in-multibeam-satellite-systems