An Energy-Efficient Dynamic Offloading Algorithm for Edge Computing Based on Deep Reinforcement Learning
Mobile edge computing (MEC) represents a promising computing paradigm within Artificial Intelligence Generated Content (AIGC), offering users instant, customized, and personalized services. However, with the continued growth of the AIGC user base and the expansion of service demands, edge computing...
| Published in: | IEEE Access |
|---|---|
| Main Authors: | Keyu Zhu, Shaobo Li, Xingxing Zhang, Jinming Wang, Cankun Xie, Fengbin Wu, Rongxiang Xie |
| Format: | Article |
| Language: | English |
| Published: |
IEEE
2024-01-01
|
| Subjects: | |
| Online Access: | https://ieeexplore.ieee.org/document/10659862/ |
Similar Items
Deep Reinforcement Learning for Dependent Task Offloading in Multi-Access Edge Computing
by: Hengzhou Ye, et al.
Published: (2024-01-01)
by: Hengzhou Ye, et al.
Published: (2024-01-01)
Towards Application-Driven Task Offloading in Edge Computing Based on Deep Reinforcement Learning
by: Ming Sun, et al.
Published: (2021-08-01)
by: Ming Sun, et al.
Published: (2021-08-01)
Task Offloading and Service Caching Algorithm Based on DDPG in Edge Computing
by: CHEN Qinglin, KUANG Zhufang
Published: (2021-10-01)
by: CHEN Qinglin, KUANG Zhufang
Published: (2021-10-01)
Joint DNN partitioning and task offloading in mobile edge computing via deep reinforcement learning
by: Jianbing Zhang, et al.
Published: (2023-08-01)
by: Jianbing Zhang, et al.
Published: (2023-08-01)
Task Offloading and Resource Allocation Algorithm Based on Lyapunov in Mobile Edge Computing
by: TANG Lun, HU Yanjuan, LIU Tong, CHEN Qianbin
Published: (2021-03-01)
by: TANG Lun, HU Yanjuan, LIU Tong, CHEN Qianbin
Published: (2021-03-01)
Survey on computation offloading in mobile edge computing
by: Renchao XIE, et al.
Published: (2018-11-01)
by: Renchao XIE, et al.
Published: (2018-11-01)
Survey on computation offloading in mobile edge computing
by: Renchao XIE, et al.
Published: (2018-11-01)
by: Renchao XIE, et al.
Published: (2018-11-01)
Exact and Approximation Algorithms for Task Offloading with Service Caching and Dependency in Mobile Edge Computing
by: Bowen Cui, et al.
Published: (2025-06-01)
by: Bowen Cui, et al.
Published: (2025-06-01)
Distributed energy-efficient and secure offloading in air-to-ground MEC networks
by: Wanning Liu, et al.
Published: (2021-08-01)
by: Wanning Liu, et al.
Published: (2021-08-01)
Mobile edge computing and application in traffic offloading
by: Jianmin ZHANG, et al.
Published: (2016-07-01)
by: Jianmin ZHANG, et al.
Published: (2016-07-01)
Mobile edge computing and application in traffic offloading
by: Jianmin ZHANG, et al.
Published: (2016-07-01)
by: Jianmin ZHANG, et al.
Published: (2016-07-01)
Computation Offloading and Trajectory Control for UAV-Assisted Edge Computing Using Deep Reinforcement Learning
by: Huamei Qi, et al.
Published: (2022-12-01)
by: Huamei Qi, et al.
Published: (2022-12-01)
Trusted Task Offloading Scheme Based on Deep Reinforcement Learning
by: Qiong SHI, Hui DUAN, Zhibin SHI
Published: (2024-08-01)
by: Qiong SHI, Hui DUAN, Zhibin SHI
Published: (2024-08-01)
Computation Offloading Strategies for LEO Satellite Edge Computing Systems Based on Different Multiple Access Methods
by: Bo Wang, et al.
Published: (2024-01-01)
by: Bo Wang, et al.
Published: (2024-01-01)
Decentralized Offloading Strategies Based on Reinforcement Learning for Multi-Access Edge Computing
by: Chunyang Hu, et al.
Published: (2021-08-01)
by: Chunyang Hu, et al.
Published: (2021-08-01)
Resource Allocation and Offloading Strategy for UAV-Assisted LEO Satellite Edge Computing
by: Hongxia Zhang, et al.
Published: (2023-06-01)
by: Hongxia Zhang, et al.
Published: (2023-06-01)
Research on Task Offloading of Mobile Edge Computing for Caching Mechanism
by: Jiao CHEN, Yan SHEN
Published: (2024-07-01)
by: Jiao CHEN, Yan SHEN
Published: (2024-07-01)
Deep Reinforcement Learning techniques for dynamic task offloading in the 5G edge-cloud continuum
by: Gorka Nieto, et al.
Published: (2024-05-01)
by: Gorka Nieto, et al.
Published: (2024-05-01)
Self-Adaptive Learning of Task Offloading in Mobile Edge Computing Systems
by: Peng Huang, et al.
Published: (2021-08-01)
by: Peng Huang, et al.
Published: (2021-08-01)
Edge Computing Offloading Method Based on Deep Reinforcement Learning for Gas Pipeline Leak Detection
by: Dong Wei, et al.
Published: (2022-12-01)
by: Dong Wei, et al.
Published: (2022-12-01)
Dependent Task Offloading and Resource Allocation Based on A3C in Mobile Edge Computing
by: LI Qiang, YI Jinhui, DU Tingting, WANG Shengchun
Published: (2023-06-01)
by: LI Qiang, YI Jinhui, DU Tingting, WANG Shengchun
Published: (2023-06-01)
Reinforcement learning-based computation offloading in edge computing: Principles, methods, challenges
by: Zhongqiang Luo, et al.
Published: (2024-12-01)
by: Zhongqiang Luo, et al.
Published: (2024-12-01)
Two-Layer Edge Intelligence for Task Offloading and Computing Capacity Allocation with UAV Assistance in Vehicular Networks
by: Xiaodan Bi, et al.
Published: (2024-03-01)
by: Xiaodan Bi, et al.
Published: (2024-03-01)
DRL-OS: A Deep Reinforcement Learning-Based Offloading Scheduler in Mobile Edge Computing
by: Ducsun Lim, et al.
Published: (2022-11-01)
by: Ducsun Lim, et al.
Published: (2022-11-01)
Task offloading mechanism based on federated reinforcement learning in mobile edge computing
by: Jie Li, et al.
Published: (2023-04-01)
by: Jie Li, et al.
Published: (2023-04-01)
A deep reinforcement approach for computation offloading in MEC dynamic networks
by: Yibiao Fan, et al.
Published: (2024-04-01)
by: Yibiao Fan, et al.
Published: (2024-04-01)
Distributed Edge Computing Offloading Algorithm Based on Deep Reinforcement Learning
by: Yunzhao Li, et al.
Published: (2020-01-01)
by: Yunzhao Li, et al.
Published: (2020-01-01)
Task Offloading With Service Migration for Satellite Edge Computing: A Deep Reinforcement Learning Approach
by: Haonan Wu, et al.
Published: (2024-01-01)
by: Haonan Wu, et al.
Published: (2024-01-01)
DRL-Based Distributed Task Offloading Framework in Edge-Cloud Environment
by: Heba Nashaat, et al.
Published: (2024-01-01)
by: Heba Nashaat, et al.
Published: (2024-01-01)
Mobile Edge Computing Offloading Strategy Under Internet of Vehicles Scenario
by: YU Xiang, LIU Yixun, SHI Xueqin, WANG Zheng
Published: (2020-11-01)
by: YU Xiang, LIU Yixun, SHI Xueqin, WANG Zheng
Published: (2020-11-01)
Edge Computing Service Deployment and Task Offloading Based on Evolutionary Multitasking
by: Xingjuan CAI, Yanheng GUO, Tianhao ZHAO, Wensheng ZHANG
Published: (2023-07-01)
by: Xingjuan CAI, Yanheng GUO, Tianhao ZHAO, Wensheng ZHANG
Published: (2023-07-01)
Deep Reinforcement Learning Based Computation Offloading in UAV-Assisted Edge Computing
by: Peiying Zhang, et al.
Published: (2023-03-01)
by: Peiying Zhang, et al.
Published: (2023-03-01)
A Meta Reinforcement Learning-Based Task Offloading Strategy for IoT Devices in an Edge Cloud Computing Environment
by: He Yang, et al.
Published: (2023-04-01)
by: He Yang, et al.
Published: (2023-04-01)
A Systematic Mapping Study of UAV-Enabled Mobile Edge Computing for Task Offloading
by: Asrar Ahmed Baktayan, et al.
Published: (2024-01-01)
by: Asrar Ahmed Baktayan, et al.
Published: (2024-01-01)
Multi objective reinforcement learning driven task offloading algorithm for satellite edge computing networks
by: Sai Xu, et al.
Published: (2025-07-01)
by: Sai Xu, et al.
Published: (2025-07-01)
Maritime mobile edge computing offloading method based on deep reinforcement learning
by: Xin SU, et al.
Published: (2022-10-01)
by: Xin SU, et al.
Published: (2022-10-01)
Maritime mobile edge computing offloading method based on deep reinforcement learning
by: Xin SU, et al.
Published: (2022-10-01)
by: Xin SU, et al.
Published: (2022-10-01)
A Multi-Agent Reinforcement Learning-Based Task-Offloading Strategy in a Blockchain-Enabled Edge Computing Network
by: Chenlei Liu, et al.
Published: (2024-07-01)
by: Chenlei Liu, et al.
Published: (2024-07-01)
Deep reinforcement learning approach for multi-hop task offloading in vehicular edge computing
by: Manzoor Ahmed, et al.
Published: (2024-11-01)
by: Manzoor Ahmed, et al.
Published: (2024-11-01)
Optimized Task Offloading in Multi-Domain IoT Networks Using Distributed Deep Reinforcement Learning in Edge Computing Environments
by: Ojonukpe Sylvester Egwuche, et al.
Published: (2025-01-01)
by: Ojonukpe Sylvester Egwuche, et al.
Published: (2025-01-01)
Similar Items
-
Deep Reinforcement Learning for Dependent Task Offloading in Multi-Access Edge Computing
by: Hengzhou Ye, et al.
Published: (2024-01-01) -
Towards Application-Driven Task Offloading in Edge Computing Based on Deep Reinforcement Learning
by: Ming Sun, et al.
Published: (2021-08-01) -
Task Offloading and Service Caching Algorithm Based on DDPG in Edge Computing
by: CHEN Qinglin, KUANG Zhufang
Published: (2021-10-01) -
Joint DNN partitioning and task offloading in mobile edge computing via deep reinforcement learning
by: Jianbing Zhang, et al.
Published: (2023-08-01) -
Task Offloading and Resource Allocation Algorithm Based on Lyapunov in Mobile Edge Computing
by: TANG Lun, HU Yanjuan, LIU Tong, CHEN Qianbin
Published: (2021-03-01)
