Adaptive Service Function Chain Scheduling in Mobile Edge Computing via Deep Reinforcement Learning

IEEE Access ◽

10.1109/access.2020.3022038 ◽

2020 ◽

Vol 8 ◽

pp. 164922-164935

Author(s):

Tianfeng Wang ◽

Jiachen Zu ◽

Guyu Hu ◽

Dongyang Peng

Keyword(s):

Reinforcement Learning ◽

Edge Computing ◽

Mobile Edge Computing ◽

Service Function ◽

Service Function Chain

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ScaRL: Service Function Chain Allocation Based on Reinforcement Learning in Mobile Edge Computing

2019 Seventh International Conference on Advanced Cloud and Big Data (CBD) ◽

10.1109/cbd.2019.00065 ◽

2019 ◽

Author(s):

Qizhen Jin ◽

Shuxin Ge ◽

Jiaxin Zeng ◽

Xiaobo Zhou ◽

Tie Qiu

Keyword(s):

Reinforcement Learning ◽

Edge Computing ◽

Mobile Edge Computing ◽

Service Function ◽

Service Function Chain

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Robust Service Provisioning with Service Function Chain Requirements in Mobile Edge Computing

IEEE Transactions on Network and Service Management ◽

10.1109/tnsm.2021.3062650 ◽

2021 ◽

pp. 1-1

Author(s):

Jing Li ◽

Weifa Liang ◽

Yu Ma

Keyword(s):

Edge Computing ◽

Service Provisioning ◽

Mobile Edge Computing ◽

Service Function ◽

Service Function Chain

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Availability-aware Service Function Chain Placement in Mobile Edge Computing

2020 IEEE World Congress on Services (SERVICES) ◽

10.1109/services48979.2020.00028 ◽

2020 ◽

Author(s):

Xiaohan Yin ◽

Bo Cheng ◽

Meng Wang ◽

Junliang Chen

Keyword(s):

Edge Computing ◽

Mobile Edge Computing ◽

Service Function ◽

Service Function Chain

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Request Reliability Augmentation with Service Function Chain Requirements in Mobile Edge Computing

IEEE Transactions on Mobile Computing ◽

10.1109/tmc.2021.3081681 ◽

2021 ◽

pp. 1-1

Author(s):

Weifa Liang ◽

Yu Ma ◽

Wenzheng Xu ◽

Zichuan Xu ◽

Xiaohua Jia ◽

...

Keyword(s):

Edge Computing ◽

Mobile Edge Computing ◽

Service Function ◽

Service Function Chain

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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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Deep reinforcement learning-based computation offloading and resource allocation in security-aware mobile edge computing

Wireless Networks ◽

10.1007/s11276-021-02643-w ◽

2021 ◽

Author(s):

H. C. Ke ◽

H. Wang ◽

H. W. Zhao ◽

W. J. Sun

Keyword(s):

Resource Allocation ◽

Reinforcement Learning ◽

Edge Computing ◽

Computation Offloading ◽

Mobile Edge Computing

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Deep reinforcement learning for computation offloading in mobile edge computing environment

Computer Communications ◽

10.1016/j.comcom.2021.04.028 ◽

2021 ◽

Author(s):

Miaojiang Chen ◽

Tian Wang ◽

Shaobo Zhang ◽

Anfeng Liu

Keyword(s):

Reinforcement Learning ◽

Edge Computing ◽

Computation Offloading ◽

Mobile Edge Computing ◽

Computing Environment

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Multi-user Computation Offloading for Mobile Edge Computing: A Deep Reinforcement Learning and Game Theory Approach

2020 IEEE 20th International Conference on Communication Technology (ICCT) ◽

10.1109/icct50939.2020.9295872 ◽

2020 ◽

Author(s):

Shanni Liang ◽

Haibin Wan ◽

Tuanfa Qin ◽

Jun Li ◽

Wen Chen

Keyword(s):

Game Theory ◽

Reinforcement Learning ◽

Edge Computing ◽

Computation Offloading ◽

Theory Approach ◽

Mobile Edge Computing

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Deep Reinforcement Learning and Optimization Based Green Mobile Edge Computing

2021 IEEE 18th Annual Consumer Communications & Networking Conference (CCNC) ◽

10.1109/ccnc49032.2021.9369566 ◽

2021 ◽

Author(s):

Yang Yang ◽

Yulin Hu ◽

M. Cenk Gursoy

Keyword(s):

Reinforcement Learning ◽

Edge Computing ◽

Mobile Edge Computing

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Delay-aware and Energy-Efficient Computation Offloading in Mobile Edge Computing Using Deep Reinforcement Learning

IEEE Transactions on Cognitive Communications and Networking ◽

10.1109/tccn.2021.3066619 ◽

2021 ◽

pp. 1-1

Author(s):

Laha Ale ◽

Ning Zhang ◽

Xiaojie Fang ◽

Xianfu Chen ◽

Shaohua Wu ◽

...

Keyword(s):

Reinforcement Learning ◽

Energy Efficient ◽

Edge Computing ◽

Computation Offloading ◽

Mobile Edge Computing ◽

Efficient Computation

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