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The hypervolume indicator has been proved as an outstanding metric for the distribution of Pareto points,and the derived hypervolume based expected improvement (HVEI) has received a particular attention in the multi-objective efficient global optimization (EGO) method.However,the high computational cost has become the bottle neck which limits the application of HVEI on many objective optimization.