Active learning is a subfield of machine that focuses on improving the data collection efficiency expensive-to-evaluate systems. Especially, active integrated surrogate modeling has shown remarkable performance in computationally demanding engineering However, existence heterogeneity underlying systems may adversely affect learning. In order to improve under this regime, we propose partitioned ...