A surrogate-assisted differential evolution algorithm with a dual-space-driven selection strategy for expensive optimization problems

Abstract Surrogate-assisted evolutionary algorithms (SAEAs) have shown great potential to solve computationally expensive optimization problems (EOPs). Their two key components, i.e., the optimizer and the surrogate model, both need to select solutions to promote further evolution and to update the...

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Bibliographic Details
Main Authors: Hanqing Liu, Zhigang Ren, Chenlong He, Wenhao Du
Format: Article
Language:English
Published: Springer 2025-04-01
Series:Complex & Intelligent Systems
Subjects:
Online Access:https://doi.org/10.1007/s40747-025-01812-0
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