This is the cooperative efficient global optimization (CoEGO) algorithm [1] for high-dimensional expensive optimization problems.
[1] Dawei Zhan, Jintao Wu, Huanlai Xing, Tianrui Li. A cooperative approach to efficient global optimization. Journal of Global Optimization, 2023.