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2018 | OriginalPaper | Chapter

Robust Design with Surrogate-Assisted Evolutionary Algorithm: Does It Work?

Authors : Rodrigo C. P. Silva, Min Li, Vahid Ghorbanian, Frederico G. Guimarães, David A. Lowther

Published in: Bioinspired Optimization Methods and Their Applications

Publisher: Springer International Publishing

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Abstract

Recently, the use of surrogate models for robustness assessment has become popular in various research fields. In this paper, we investigate whether it is advantageous to use the sample data to build a model instead of computing the robustness measures directly. The results suggest that if the quality of the surrogate model cannot be guaranteed, their use can be harmful to the optimization process.

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previous chapter Population Diversity Analysis for the Chaotic Based Selection of Individuals in Differential Evolution
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Metadata
Title
Robust Design with Surrogate-Assisted Evolutionary Algorithm: Does It Work?
Authors
Rodrigo C. P. Silva
Min Li
Vahid Ghorbanian
Frederico G. Guimarães
David A. Lowther
Copyright Year
2018
Book
Bioinspired Optimization Methods and Their Applications

Print ISBN: 978-3-319-91640-8

Electronic ISBN: 978-3-319-91641-5

Copyright Year: 2018

DOI
https://doi.org/10.1007/978-3-319-91641-5_25

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