Joint DNN partitioning and task offloading in mobile edge computing via deep reinforcement learning

Joint DNN partitioning and task offloading in mobile edge computing via deep reinforcement learning

Abstract As Artificial Intelligence (AI) becomes increasingly prevalent, Deep Neural Networks (DNNs) have become a crucial tool for developing and advancing AI applications. Considering limited computing and energy resources on mobile devices (MDs), it is a challenge to perform compute-intensive DNN...

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Bibliographic Details
Main Authors: Jianbing Zhang, Shufang Ma, Zexiao Yan, Jiwei Huang
Format: Article
Language:English
Published: SpringerOpen 2023-08-01
Series:Journal of Cloud Computing: Advances, Systems and Applications
Subjects:
Deep neural networks(DNNs)
Mobile edge computing(MEC)
DNN partitioning
Task offloading
Deep reinforcement learning (DRL)
Online Access:https://doi.org/10.1186/s13677-023-00493-9

Internet

https://doi.org/10.1186/s13677-023-00493-9

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