Delay-sensitive Task Scheduling with Deep Reinforcement Learning in Mobile-edge Computing Systems

Journal of Physics Conference Series ◽

10.1088/1742-6596/1229/1/012059 ◽

2019 ◽

Vol 1229 ◽

pp. 012059

Author(s):

Hao Meng ◽

Daichong Chao ◽

Qianying Guo ◽

Xiaowei Li

Keyword(s):

Reinforcement Learning ◽

Task Scheduling ◽

Edge Computing ◽

Mobile Edge Computing ◽

Computing Systems ◽

Delay Sensitive

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Deep Reinforcement Learning Based Delay-Sensitive Task Scheduling and Resource Management Algorithm for Multi-User Mobile-Edge Computing Systems

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

10.1145/3325730.3325731 ◽

2019 ◽

Author(s):

Hao Meng ◽

Daichong Chao ◽

Ru Huo ◽

Qianying Guo ◽

Xiaowei Li ◽

...

Keyword(s):

Reinforcement Learning ◽

Resource Management ◽

Task Scheduling ◽

Edge Computing ◽

Mobile Edge Computing ◽

Computing Systems ◽

Management Algorithm ◽

Delay Sensitive

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Deep reinforcement learning for dynamic computation offloading and resource allocation in cache-assisted mobile edge computing systems

Intelligent and Converged Networks ◽

10.23919/icn.2020.0014 ◽

2020 ◽

Vol 1 (2) ◽

pp. 181-198

Author(s):

Samrat Nath ◽

Jingxian Wu

Keyword(s):

Resource Allocation ◽

Reinforcement Learning ◽

Edge Computing ◽

Computation Offloading ◽

Mobile Edge Computing ◽

Computing Systems ◽

Dynamic Computation

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Delay-Aware Stochastic Resource Management for Mobile Edge Computing Systems via Constrained Reinforcement Learning

IEEE Wireless Communications Letters ◽

10.1109/lwc.2021.3112984 ◽

2021 ◽

pp. 1-1

Author(s):

Chang Tian ◽

An Liu ◽

Wu Luo

Keyword(s):

Reinforcement Learning ◽

Resource Management ◽

Edge Computing ◽

Mobile Edge Computing ◽

Computing Systems

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Task Scheduling in Deadline-Aware Mobile Edge Computing Systems

IEEE Internet of Things Journal ◽

10.1109/jiot.2018.2874954 ◽

2019 ◽

Vol 6 (3) ◽

pp. 4854-4866 ◽

Author(s):

Tongxin Zhu ◽

Tuo Shi ◽

Jianzhong Li ◽

Zhipeng Cai ◽

Xun Zhou

Keyword(s):

Task Scheduling ◽

Edge Computing ◽

Mobile Edge Computing ◽

Computing Systems

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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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An actor-critic reinforcement learning-based resource management in mobile edge computing systems

International Journal of Machine Learning and Cybernetics ◽

10.1007/s13042-020-01077-8 ◽

2020 ◽

Vol 11 (8) ◽

pp. 1875-1889

Author(s):

Fang Fu ◽

Zhicai Zhang ◽

Fei Richard Yu ◽

Qiao Yan

Keyword(s):

Reinforcement Learning ◽

Resource Management ◽

Edge Computing ◽

Mobile Edge Computing ◽

Computing Systems

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Delay-optimal computation task scheduling for mobile-edge computing systems

2016 IEEE International Symposium on Information Theory (ISIT) ◽

10.1109/isit.2016.7541539 ◽

2016 ◽

Author(s):

Juan Liu ◽

Yuyi Mao ◽

Jun Zhang ◽

Khaled B. Letaief

Keyword(s):

Task Scheduling ◽

Edge Computing ◽

Mobile Edge Computing ◽

Computing Systems

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Deep reinforcement learning based task scheduling scheme in mobile edge computing network

Sensors and Systems for Space Applications XIV ◽

10.1117/12.2589070 ◽

2021 ◽

Author(s):

Qi Zhao ◽

Mingjie Feng ◽

Li Li ◽

Yi Li ◽

Hang Liu ◽

...

Keyword(s):

Reinforcement Learning ◽

Task Scheduling ◽

Edge Computing ◽

Mobile Edge Computing ◽

Scheduling Scheme

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Deep Reinforcement Learning for Blockchain-Enabled Mobile Edge Computing Systems

2020 IEEE Globecom Workshops (GC Wkshps ◽

10.1109/gcwkshps50303.2020.9367474 ◽

2020 ◽

Author(s):

Jie Li ◽

Jie Feng ◽

Qingqi Pei ◽

Jianbo Du

Keyword(s):

Reinforcement Learning ◽

Edge Computing ◽

Mobile Edge Computing ◽

Computing Systems

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Partial Computation Offloading in NOMA-Assisted Mobile Edge Computing Systems Using Deep Reinforcement Learning

IEEE Internet of Things Journal ◽

10.1109/jiot.2021.3064995 ◽

2021 ◽

pp. 1-1

Author(s):

Van Dat Tuong ◽

Thanh Phung Truong ◽

The-Vi Nguyen ◽

Wonjong Noh ◽

Sungrae Cho

Keyword(s):

Reinforcement Learning ◽

Edge Computing ◽

Computation Offloading ◽

Mobile Edge Computing ◽

Computing Systems

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