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

被引：1

作者：

Silva, Rodrigo C. P. ^{[1
]}

Li, Min ^{[1
]}

Ghorbanian, Vahid ^{[1
]}

Guimaraes, Frederico G. ^{[2
]}

Lowther, David A. ^{[1
]}

机构：

[1] McGill Univ, Montreal, PQ, Canada

[2] Univ Fed Minas Gerais, Belo Horizonte, MG, Brazil

来源：

BIOINSPIRED OPTIMIZATION METHODS AND THEIR APPLICATIONS, BIOMA 2018 | 2018年 / 10835卷

关键词：

Robust optimization; Surrogate models; SPM motor; OPTIMIZATION;

D O I：

10.1007/978-3-319-91641-5_25

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

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.

引用

页码：295 / 306

页数：12

共 50 条

[1] Max-min surrogate-assisted evolutionary algorithm for robust design
Ong, Yew-Soon
Nair, Prasanth B.
Lum, Kai Yew
IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION, 2006, 10 (04) : 392 - 404
[2] A Surrogate-Assisted Evolutionary Algorithm for Minimax Optimization
Zhou, Aimin
Zhang, Qingfu
2010 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC), 2010,
[3] Engine Calibration With Surrogate-Assisted Bilevel Evolutionary Algorithm
Yu, Xunzhao
Wang, Yan
Zhu, Ling
Filev, Dimitar
Yao, Xin
IEEE TRANSACTIONS ON CYBERNETICS, 2024, 54 (06) : 3832 - 3845
[4] Multiobjective Design Optimization of a Cantilevered Ramp Injector Using the Surrogate-Assisted Evolutionary Algorithm
Huang, Wei
Li, Shi-bin
Yan, Li
Tan, Jian-guo
JOURNAL OF AEROSPACE ENGINEERING, 2015, 28 (05)
[5] Surrogate-assisted evolutionary algorithm with hierarchical surrogate technique and adaptive infill strategy
Chen, Hao
Li, Weikun
Cui, Weicheng
EXPERT SYSTEMS WITH APPLICATIONS, 2023, 232
[6] A multiple surrogate-assisted hybrid evolutionary feature selection algorithm
Zhang, Wan-qiu
Hu, Ying
Zhang, Yong
Zheng, Zi-wang
Peng, Chao
Song, Xianfang
Gong, Dunwei
SWARM AND EVOLUTIONARY COMPUTATION, 2025, 92
[7] A surrogate-assisted evolutionary algorithm based on the genetic diversity objective
Massaro, Andrea
Benini, Ernesto
APPLIED SOFT COMPUTING, 2015, 36 : 87 - 100
[8] A Supervised Surrogate-Assisted Evolutionary Algorithm for Complex Optimization Problems
Zhao, Xin
Jia, Xue
Zhang, Tao
Liu, Tianwei
Cao, Yahui
IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2023, 72
[9] A surrogate assisted parallel multiobjective evolutionary algorithm for robust engineering design
Ray, Tapabrata
Smith, Andwarren
ENGINEERING OPTIMIZATION, 2006, 38 (08) : 997 - 1011
[10] A New Robust Surrogate-Assisted Multi-Objective Optimization Algorithm for an IPMSM Design
Lim, Dong-Kuk
Woo, Dong-Kyun
Yeo, Han-Kyeol
Jung, Sang-Yong
Jung, Hyun-Kyo
2016 IEEE CONFERENCE ON ELECTROMAGNETIC FIELD COMPUTATION (CEFC), 2016,

← 1 2 3 4 5 →