A hierarchical reinforcement learning-aware hyper-heuristic algorithm with fitness landscape analysis

•A hyperheuristic algorithm with hierarchical reinforcement learning is proposed.•Two fitness landscape analyses as high-level control strategies are designed.•The automatic algorithm design based on multiple meta-heuristics is presented.•The rewards in light of the real-time dynamic environment are...

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Bibliographic Details

Published in:	Swarm and evolutionary computation Vol. 90; p. 101669
Main Authors:	Zhu, Ningning, Zhao, Fuqing, Yu, Yang, Wang, Ling
Format:	Journal Article
Language:	English
Published:	Elsevier B.V 01.10.2024
Subjects:	Automated algorithm design Fitness landscape analysis Hierarchical reinforcement learning Hyper-heuristic algorithm Meta-heuristic algorithms Hyper-heuristic algorithm Hierarchical reinforcement learning Meta-heuristic algorithms Automated algorithm design Fitness landscape analysis
ISSN:	2210-6502
Online Access:	Get full text
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