Deadline-Aware Task Offloading with Partially-Observable Deep Reinforcement Learning for Multi-Access Edge Computing

IEEE Transactions on Network Science and Engineering ◽

10.1109/tnse.2021.3115054 ◽

2021 ◽

pp. 1-1

Author(s):

Hui Huang ◽

Qiang Ye ◽

Yitong Zhou

Keyword(s):

Reinforcement Learning ◽

Edge Computing ◽

Multi Access ◽

Partially Observable ◽

Task Offloading

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Graph Reinforcement Learning based Task offloading for Multi-access Edge Computing

IEEE Internet of Things Journal ◽

10.1109/jiot.2021.3123822 ◽

2021 ◽

pp. 1-1

Author(s):

Zhenchuan Sun ◽

Yijun Mo ◽

Chen Yu

Keyword(s):

Reinforcement Learning ◽

Edge Computing ◽

Multi Access ◽

Task 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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Deep Reinforcement Learning-Based Joint Task Offloading and Radio Resource Allocation for Platoon-Assisted Vehicular Edge Computing

Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering - 6GN for Future Wireless Networks ◽

10.1007/978-3-030-63941-9_6 ◽

2020 ◽

pp. 69-85

Author(s):

Yi Chen ◽

Xinyu Hu ◽

Haoye Chai ◽

Ke Zhang ◽

Fan Wu ◽

...

Keyword(s):

Resource Allocation ◽

Reinforcement Learning ◽

Edge Computing ◽

Radio Resource Allocation ◽

Radio Resource ◽

Task Offloading

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Deep Reinforcement Learning Based Task Offloading Strategy Under Dynamic Pricing in Edge Computing

10.1007/978-3-030-91431-8_36 ◽

2021 ◽

pp. 578-594

Author(s):

Bing Shi ◽

Feiyang Chen ◽

Xing Tang

Keyword(s):

Reinforcement Learning ◽

Dynamic Pricing ◽

Edge Computing ◽

Task Offloading

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Deep Reinforcement Learning Based Task Offloading Algorithm for Mobile-edge Computing Systems

Proceedings of the 2019 4th International Conference on Mathematics and Artificial Intelligence - ICMAI 2019 ◽

10.1145/3325730.3325732 ◽

2019 ◽

Author(s):

Hao Meng ◽

Daichong Chao ◽

Qianying Guo

Keyword(s):

Reinforcement Learning ◽

Edge Computing ◽

Mobile Edge Computing ◽

Computing Systems ◽

Task Offloading

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Task Offloading for UAV-based Mobile Edge Computing via Deep Reinforcement Learning

2018 IEEE/CIC International Conference on Communications in China (ICCC) ◽

10.1109/iccchina.2018.8641189 ◽

2018 ◽

Author(s):

Jun Li ◽

Qian Liu ◽

Pingyang Wu ◽

Feng Shu ◽

Shi Jin

Keyword(s):

Reinforcement Learning ◽

Edge Computing ◽

Mobile Edge Computing ◽

Task 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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Multiagent Deep Reinforcement Learning for Joint Multichannel Access and Task Offloading of Mobile-Edge Computing in Industry 4.0

IEEE Internet of Things Journal ◽

10.1109/jiot.2020.2968951 ◽

2020 ◽

Vol 7 (7) ◽

pp. 6201-6213 ◽

Author(s):

Zilong Cao ◽

Pan Zhou ◽

Ruixuan Li ◽

Siqi Huang ◽

Dapeng Wu

Keyword(s):

Reinforcement Learning ◽

Industry 4.0 ◽

Edge Computing ◽

Mobile Edge Computing ◽

And Task ◽

Task Offloading ◽

Multichannel Access

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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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Task Offloading Strategy Based on Reinforcement Learning Computing in Edge Computing Architecture of Internet of Vehicles

IEEE Access ◽

10.1109/access.2020.3023939 ◽

2020 ◽

Vol 8 ◽

pp. 173779-173789

Author(s):

Kun Wang ◽

Xiaofeng Wang ◽

Xuan Liu ◽

Alireza Jolfaei

Keyword(s):

Reinforcement Learning ◽

Edge Computing ◽

Internet Of Vehicles ◽

Computing Architecture ◽

Task Offloading

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