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Deep-insights guided evolutionary algorithm for optimization

delete2025-09-04
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PRE
AI
K
Kun Bian
J
Juntao Zhang
H
Hong Han
周
周俊 (Jùn Zhou)
Y
Yifei Sun
程适 cover
程适 (Shi Cheng)
DOI:10.1016/j.eswa.2025.129538delete
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Abstract

Abstract

En 中文
• An insights-infused framework is proposed to assist EAs in optimization. • A coding method is developed to enable MLP networks handle varying data dimensions. • The framework utilizes neural networks to learn the evolutionary processes of EAs. • A self-evolution strategy is designed for net fine-tuning without external knowledge • The framework can solve different types of optimization problems.

Journal

Expert Systems with Applications cover
Expert Systems with Applications
IF:
7.5
Papers:
3.0W
Citations:
10.2W

Organization

S
Shaanxi Normal University
Scholars:
1.6W
Papers: 1.1W
Citations: 1.7W
A
ams
Scholars:
68
Papers: 26
Citations: 1
X
Xidian University
Scholars:
2.4W
Papers: 1.9W
Citations: 9.7K
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Cited Papers

Cited Papers

Controlling Sequential Hybrid Evolutionary Algorithm by Q-Learning
err2023-02-01
err6
errOAAI
errZhang, Haotian; Sun, Jianyong; Back, Thomas; Zhang, Qingfu; Xu, Zongben
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Machine learning at the service of meta-heuristics for solving combinatorial optimization problems: A state-of-the-art
err2022-01-01
err228
errOAAI
errKarimi-Mamaghan, Maryam; Mohammadi, Mehrdad; Meyer, Patrick; Karimi-Mamaghan, Amir Mohammad; Talbi, El-Ghazali
errShare
errSave
errShare
errSave
Neural Network-Based Information Transfer for Dynamic Optimization
err2020-05-01
err74
errOAAI
errLiu, Xiao-Fang; Zhan, Zhi-Hui; Gu, Tian-Long; Kwong, Sam; Lu, Zhenyu; Duh, Henry Been-Lim; Zhang, Jun
errShare
errSave
Reinforcement learning-assisted evolutionary algorithm: A survey and research opportunities
err2024-04-01
err27
errOAAI
errSong, Yanjie; Wu, Yutong; Guo, Yangyang; Yan, Ran; Suganthan, Ponnuthurai Nagaratnam; Zhang, Yue; Pedrycz, Witold; Das, Swagatam; Mallipeddi, Rammohan; Ajani, Oladayo Solomon; Feng, Qiang
errShare
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err1997-01-01
err0
PREAI
errRainer Storn; Kenneth Price
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Genetic Algorithms
err1992-07-01
err0
PREAI
errJohn H. Holland
errShare
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researcher View more