Smart Resource Allocation for Mobile Edge Computing: A Deep Reinforcement Learning Approach

IEEE Transactions on Emerging Topics in Computing ◽

10.1109/tetc.2019.2902661 ◽

2019 ◽

pp. 1-1 ◽

Author(s):

Jiadai Wang ◽

Lei Zhao ◽

Jiajia Liu ◽

Nei Kato

Keyword(s):

Resource Allocation ◽

Reinforcement Learning ◽

Edge Computing ◽

Learning Approach ◽

Mobile Edge Computing

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Task and Resource Allocation in Mobile Edge Computing: An Improved Reinforcement Learning Approach

2019 IEEE Globecom Workshops (GC Wkshps) ◽

10.1109/gcwkshps45667.2019.9024603 ◽

2019 ◽

Author(s):

Sihua Wang ◽

Mingzhe Chen ◽

Xuanlin Liu ◽

Changchuan Yin

Keyword(s):

Resource Allocation ◽

Reinforcement Learning ◽

Edge Computing ◽

Learning Approach ◽

Mobile Edge Computing

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Cooperative Computation Offloading and Resource Allocation for Blockchain-Enabled Mobile-Edge Computing: A Deep Reinforcement Learning Approach

IEEE Internet of Things Journal ◽

10.1109/jiot.2019.2961707 ◽

2020 ◽

Vol 7 (7) ◽

pp. 6214-6228 ◽

Author(s):

Jie Feng ◽

F. Richard Yu ◽

Qingqi Pei ◽

Xiaoli Chu ◽

Jianbo Du ◽

...

Keyword(s):

Resource Allocation ◽

Reinforcement Learning ◽

Edge Computing ◽

Computation Offloading ◽

Learning Approach ◽

Mobile Edge Computing ◽

Cooperative Computation

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Offloading and Resource Allocation With General Task Graph in Mobile Edge Computing: A Deep Reinforcement Learning Approach

IEEE Transactions on Wireless Communications ◽

10.1109/twc.2020.2993071 ◽

2020 ◽

Vol 19 (8) ◽

pp. 5404-5419

Author(s):

Jia Yan ◽

Suzhi Bi ◽

Ying Jun Angela Zhang

Keyword(s):

Resource Allocation ◽

Reinforcement Learning ◽

Edge Computing ◽

Learning Approach ◽

Mobile Edge Computing

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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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Task assignment in mobile edge computing networks: a deep reinforcement learning approach

Sensors and Systems for Space Applications XIV ◽

10.1117/12.2589997 ◽

2021 ◽

Author(s):

Mingjie Feng ◽

Qi Zhao ◽

Nichole Sullivan ◽

Genshe Chen ◽

Khanh Pham ◽

...

Keyword(s):

Reinforcement Learning ◽

Task Assignment ◽

Edge Computing ◽

Learning Approach ◽

Mobile Edge Computing

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User Allocation in Mobile Edge Computing: A Deep Reinforcement Learning Approach

10.1109/icws53863.2021.00064 ◽

2021 ◽

Author(s):

Subrat Prasad Panda ◽

Ansuman Banerjee ◽

Arani Bhattacharya

Keyword(s):

Reinforcement Learning ◽

Edge Computing ◽

Learning Approach ◽

Mobile Edge Computing

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Enhanced resource allocation in mobile edge computing using reinforcement learning based MOACO algorithm for IIOT

Computer Communications ◽

10.1016/j.comcom.2020.01.018 ◽

2020 ◽

Vol 151 ◽

pp. 355-364 ◽

Author(s):

S. Vimal ◽

Manju Khari ◽

Nilanjan Dey ◽

Rubén González Crespo ◽

Y. Harold Robinson

Keyword(s):

Resource Allocation ◽

Reinforcement Learning ◽

Edge Computing ◽

Mobile Edge Computing

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Joint Data Offloading and Resource Allocation for Multi-Cloud Heterogeneous Mobile Edge Computing Using Multi-Agent Reinforcement Learning

2019 IEEE Global Communications Conference (GLOBECOM) ◽

10.1109/globecom38437.2019.9013596 ◽

2019 ◽

Author(s):

Yutong Zhang ◽

Boya Di ◽

Zijie Zheng ◽

Jinlong Lin ◽

Lingyang Song

Keyword(s):

Resource Allocation ◽

Reinforcement Learning ◽

Edge Computing ◽

Mobile Edge Computing ◽

Data Offloading ◽

Multi Agent ◽

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Scheduling for Mobile Edge Computing With Random User Arrivals—An Approximate MDP and Reinforcement Learning Approach

IEEE Transactions on Vehicular Technology ◽

10.1109/tvt.2020.2990482 ◽

2020 ◽

Vol 69 (7) ◽

pp. 7735-7750

Author(s):

Shanfeng Huang ◽

Bojie Lv ◽

Rui Wang ◽

Kaibin Huang

Keyword(s):

Reinforcement Learning ◽

Edge Computing ◽

Learning Approach ◽

Mobile Edge Computing

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