This paper proposes a novel algorithm named surrogate ensemble assisted differential evolution with efficient dual differential grouping (SEADECC-EDDG) to deal with large-scale expensive optimization ...

Differential Evolution (DE) is a simple and effective approach for solving numerical optimization problems. However, the performance of DE is sensitive to the choice of the mutation and crossover ...

SAB-DE is a surrogate-assisted evolutionary algorithm (SAEA) designed for solving expensive constrained optimization problems (ECOPs). It has a bilevel architecture, the lower-level aims to adjust ...

In addition, radial basis function network (RBFN) and differential evolution (DA) were also introduced by the author. Then, the author proposed surrogate-assisted evolutionary algorithm with restart ...