arrow
Return

Benchmarking continuous dynamic multi-objective optimization: Survey and generalized test suite

delete2026-03-23
delete0
delete
OA
AI
C
Chang Shao
Q
Qi Zhao
N
Nana Pu
程适 cover
程适 (Shi Cheng)
J
Jing Jiang *
Yuhui Shi cover
Yuhui Shi (Yuhui Shi) *
DOI:10.1016/j.swevo.2026.102361delete
deleteOriginal
deleteShare
deleteSave
View PDF
Abstract

Abstract

En 中文
• Proposes a novel, comprehensive framework for generating highly realistic DMOO benchmarks. • Introduces hypersurface-based Pareto Set changes, controlled imbalance, and dynamic rotation. • Incorporates irregular temporal perturbations and a generalized time-linkage mechanism. • Establishes a new DMOO benchmark standard and demonstrates algorithm discrimination effectiveness.
Keywords:
Dynamic multi-objective optimization
Benchmark problems
Performance metric
Irregular change
Time-linkage
AI Summary

AI Summary

Key information extracted from the uploaded paper, including a brief overview, abstract, background, key highlights, visual analysis, and future outlook.

Journal

Swarm and Evolutionary Computation cover
Swarm and Evolutionary Computation
IF:
8.5
Papers:
2.2K
Citations:
1.0W

Organization

C
chengdu technological university
Scholars:
90
Papers: 46
Citations: 0
S
shaanxi normal university
Scholars:
2.6K
Papers: 775
Citations: 0
U
university of technology sydney
Scholars:
1.6W
Papers: 2.0W
Citations: 25
S
southern university of science and technology
Scholars:
4.7K
Papers: 1.7K
Citations: 0
researcher View more organizations
Cited Papers

Cited Papers

Solving Dynamic Multiobjective Problem via Autoencoding Evolutionary Search
err2022-05-01
err61
PREAI
errFeng, Liang; Zhou, Wei; Liu, Weichen; Ong, Yew-Soon; Tan, Kay Chen
errShare
errSave
Novel Prediction Strategies for Dynamic Multiobjective Optimization
err2020-04-01
err95
PREAI
errZhang, Qingyang; Yang, Shengxiang; Jiang, Shouyong; Wang, Ronggui; Li, Xiaoli
errShare
errSave
Individual-Based Transfer Learning for Dynamic Multiobjective Optimization
err2021-10-01
err72
PREAI
errJiang, Min; Wang, Zhenzhong; Guo, Shihui; Gao, Xing; Tan, Kay Chen
errShare
errSave
A dual prediction strategy with inverse model for evolutionary dynamic multiobjective optimization
err2021-11-01
err12
PREAI
errLi, Xiaxia; Yang, Jingming; Sun, Hao; Hu, Ziyu; Cao, Anran
errShare
errSave
researcher View more