Optimization for computational offloading in multi-access edge computing: A deep reinforcement learning scheme

Computer Networks ◽

10.1016/j.comnet.2021.108690 ◽

2022 ◽

pp. 108690

Author(s):

Jian Wang ◽

Hongchang Ke ◽

Xuejie Liu ◽

Hui Wang

Keyword(s):

Reinforcement Learning ◽

Edge Computing ◽

Learning Scheme ◽

Computational Offloading ◽

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Deep reinforcement learning-based resource allocation and seamless handover in multi-access edge computing based on SDN

Knowledge and Information Systems ◽

10.1007/s10115-021-01590-4 ◽

2021 ◽

Author(s):

Chunlin Li ◽

Yong Zhang ◽

Youlong Luo

Keyword(s):

Resource Allocation ◽

Reinforcement Learning ◽

Edge Computing ◽

Seamless Handover ◽

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Hierarchical Game-Theoretic and Reinforcement Learning Framework for Computational Offloading in UAV-Enabled Mobile Edge Computing Networks With Multiple Service Providers

IEEE Internet of Things Journal ◽

10.1109/jiot.2019.2923702 ◽

2019 ◽

Vol 6 (5) ◽

pp. 8753-8769 ◽

Author(s):

Alia Asheralieva ◽

Dusit Niyato

Keyword(s):

Reinforcement Learning ◽

Service Providers ◽

Edge Computing ◽

Mobile Edge Computing ◽

Learning Framework ◽

Game Theoretic ◽

Computational Offloading

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Using Deep Reinforcement Learning for Application Relocation in Multi-Access Edge Computing

IEEE Communications Standards Magazine ◽

10.1109/mcomstd.2019.1900011 ◽

2019 ◽

Vol 3 (3) ◽

pp. 71-78 ◽

Author(s):

Fabrizio De Vita ◽

Giovanni Nardini ◽

Antonio Virdis ◽

Dario Bruneo ◽

Antonio Puliafito ◽

...

Keyword(s):

Reinforcement Learning ◽

Edge Computing ◽

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When Deep Reinforcement Learning Meets Federated Learning: Intelligent Multi-Timescale Resource Management for Multi-access Edge Computing in 5G Ultra Dense Network

IEEE Internet of Things Journal ◽

10.1109/jiot.2020.3026589 ◽

2020 ◽

pp. 1-1 ◽

Author(s):

Shuai Yu ◽

Xu Chen ◽

Zhi Zhou ◽

Xiaowen Gong ◽

Di Wu

Keyword(s):

Reinforcement Learning ◽

Resource Management ◽

Edge Computing ◽

Dense Network ◽

Multi Access ◽

Ultra Dense Network

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A Multi-agent Reinforcement Learning based Offloading Strategy for Multi-access Edge Computing

10.1109/cacs52606.2021.9639048 ◽

2021 ◽

Author(s):

Li Ma ◽

Haobin Shi ◽

Jingchen Li ◽

Kao-Shing Hwang

Keyword(s):

Reinforcement Learning ◽

Edge Computing ◽

Multi Agent ◽

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Deep reinforcement learning-based computation offloading for 5G vehicle-aware multi-access edge computing network

China Communications ◽

10.23919/jcc.2021.11.003 ◽

2021 ◽

Vol 18 (11) ◽

pp. 26-41

Author(s):

Ziying Wu ◽

Danfeng Yan

Keyword(s):

Reinforcement Learning ◽

Edge Computing ◽

Computation Offloading ◽

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Computation Offloading in Multi-Access Edge Computing Using a Deep Sequential Model Based on Reinforcement Learning

IEEE Communications Magazine ◽

10.1109/mcom.2019.1800971 ◽

2019 ◽

Vol 57 (5) ◽

pp. 64-69 ◽

Author(s):

Jin Wang ◽

Jia Hu ◽

Geyong Min ◽

Wenhan Zhan ◽

Qiang Ni ◽

...

Keyword(s):

Reinforcement Learning ◽

Edge Computing ◽

Computation Offloading ◽

Sequential Model ◽

Model Based ◽

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A Deep Reinforcement Learning Approach For Data Migration in Multi-Access Edge Computing

2018 ITU Kaleidoscope: Machine Learning for a 5G Future (ITU K) ◽

10.23919/itu-wt.2018.8597889 ◽

2018 ◽

Author(s):

Fabrizio De Vita ◽

Dario Bruneo ◽

Antonio Puliafito ◽

Giovanni Nardini ◽

Antonio Virdis ◽

...

Keyword(s):

Reinforcement Learning ◽

Edge Computing ◽

Data Migration ◽

Learning Approach ◽

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Service migration in multi-access edge computing: A joint state adaptation and reinforcement learning mechanism

Journal of Network and Computer Applications ◽

10.1016/j.jnca.2021.103058 ◽

2021 ◽

pp. 103058

Author(s):

LanLan Rui ◽

Menglei Zhang ◽

Zhipeng Gao ◽

Xuesong Qiu ◽

Zhili Wang ◽

...

Keyword(s):

Reinforcement Learning ◽

Edge Computing ◽

Learning Mechanism ◽

Service Migration ◽

Multi Access ◽

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Corrigendum to “Service migration in multi-access edge computing: A joint state adaptation and reinforcement learning mechanism” [J. Netw. Comput. Appl. 183–184 (2021) 103058]

Journal of Network and Computer Applications ◽

10.1016/j.jnca.2021.103085 ◽

2021 ◽

Vol 186 ◽

pp. 103085

Author(s):

LanLan Rui ◽

Menglei Zhang ◽

Zhipeng Gao ◽

Xuesong Qiu ◽

Zhili Wang ◽

...

Keyword(s):

Reinforcement Learning ◽

Edge Computing ◽

Learning Mechanism ◽

Service Migration ◽

Multi Access ◽

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