This topic is related to a recently published paper: F. Schoen and L. Tigli, “Efficient large scale global optimization through clustering-based population methods“, Computers & Operations Research, 127, 2021. We wish to extend those methods to large dimension by suitable use of random projections.

Advanced Global Optimization algorithms based on Clustering and Random Projections