Task offloading optimization in mobile edge computing based on a deep reinforcement learning algorithm using density clustering and ensemble learning

Task offloading optimization in mobile edge computing based on a deep reinforcement learning algorithm using density clustering and ensemble learning

Abstract Mobile edge computing offloads compute-intensive tasks generated on mobile wireless devices (WD) to edge servers (ES), which provides mobile users with low-latency computing services. Opportunistic computing offloading is effective to enhance computing performance in dynamic edge network en...

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Bibliographic Details
Main Authors: Yi Qin, Junyan Chen, Lei Jin, Rui Yao, Zidan Gong
Format: Article
Language:English
Published: Nature Portfolio 2025-01-01
Series:Scientific Reports
Subjects:
Mobile edge computing
Deep reinforcement learning
Density clustering
Offloading decision
Ensemble learning
Online Access:https://doi.org/10.1038/s41598-024-84038-3
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