Reinforcement Learning initialization by evolutionary formulation: Application for workflow autoscaling in the Cloud

Scientific workflow execution is usually fulfilled through Cloud Computing, but correct autoscaling techniques are needed for proper performance. Reinforcement Learning (RL) has been used for autoscaling, but presents low performance in early stages. Poor initial performance accumulates over episode...

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Bibliographic Details

Published in:	Engineering applications of artificial intelligence Vol. 162; p. 112663
Main Authors:	Robino, Luciano, Garí, Yisel, Pacini, Elina, Mateos, Cristian, Yannibelli, Virginia, Monge, David A.
Format:	Journal Article
Language:	English
Published:	Elsevier Ltd 24.12.2025
Subjects:	Autoscaling Cloud computing Improved Decomposition-Based Evolutionary Algorithm Non-dominated Sorting Genetic Algorithm III Q-Learning Workflow Cloud computing Workflow Q-Learning Improved Decomposition-Based Evolutionary Algorithm Non-dominated Sorting Genetic Algorithm III Autoscaling
ISSN:	0952-1976
Online Access:	Get full text
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