Some optimization problems in scientific research, such as the robustness for Internet of Things and neural architecture search, are large-scale decision space expensive objective evaluation. In order to get a good solution limited budget optimization, random grouping strategy is adopted divide problem into some low-dimensional sub-problems. A surrogate model then trained each sub-problem using...