Abstract Expensive optimization problem (EOP) widely exists in various significant real-world applications. However, EOP requires expensive or even unaffordable costs for evaluating candidate solutions, which is the algorithm to find a satisfactory solution. Moreover, due fast-growing application demands economy and society, such as emergence of smart cities, internet things, big data era, solv...