ADWTune: an adaptive dynamic workload tuning system with deep reinforcement learning

Abstract In order to reduce the burden of DBA, the knob tuning method based on reinforcement learning has been proposed and achieved good results in some cases. However, the performance of these solutions is not ideal as the workload features are not considered enough. To address these issues, we pr...

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Bibliographic Details
Main Authors: Cuixia Li, Junhai Wang, Jiahao Shi, Liqiang Liu, Shuyan Zhang
Format: Article
Language:English
Published: Springer 2025-02-01
Series:Complex & Intelligent Systems
Subjects:
Online Access:https://doi.org/10.1007/s40747-025-01801-3
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