K-means is one out of a bunch of  widely used  clustering techniques.

In this thesis, we plan to experiment with global optimization algorithms which use K-means as a local optimization solver

Candidate: Pierluigi Mansueto
From this thesis a paper was published: “Memetic differential evolution methods for clustering problems“,Pattern Recognition,  Volume 114, June 2021, 107849

Advanced optimization methods for clustering