“DRL + FL”: An intelligent resource allocation model based on deep reinforcement learning for Mobile Edge Computing

Computer Communications ◽

10.1016/j.comcom.2020.05.037 ◽

2020 ◽

Vol 160 ◽

pp. 14-24

Author(s):

Nanliang Shan ◽

Xiaolong Cui ◽

Zhiqiang Gao

Keyword(s):

Resource Allocation ◽

Reinforcement Learning ◽

Edge Computing ◽

Mobile Edge Computing ◽

Allocation Model ◽

Model Based ◽

Resource Allocation Model

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A Novel Adaptive Resource Allocation Model Based on SMDP and Reinforcement Learning Algorithm in Vehicular Cloud System

IEEE Transactions on Vehicular Technology ◽

10.1109/tvt.2019.2937842 ◽

2019 ◽

Vol 68 (10) ◽

pp. 10018-10029 ◽

Cited By ~ 7

Author(s):

Hongbin Liang ◽

Xiaohui Zhang ◽

Jin Zhang ◽

Qizhen Li ◽

Shuya Zhou ◽

...

Keyword(s):

Resource Allocation ◽

Reinforcement Learning ◽

Learning Algorithm ◽

Cloud System ◽

Adaptive Resource Allocation ◽

Allocation Model ◽

Vehicular Cloud ◽

Model Based ◽

Resource Allocation Model ◽

Adaptive Resource

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A cooperative resource allocation model for IoT applications in mobile edge computing

Computer Communications ◽

10.1016/j.comcom.2021.04.005 ◽

2021 ◽

Author(s):

Xianwei Li ◽

Liang Zhao ◽

Keping Yu ◽

Moayad Aloqaily ◽

Yaser Jararweh

Keyword(s):

Resource Allocation ◽

Edge Computing ◽

Mobile Edge Computing ◽

Allocation Model ◽

Iot Applications ◽

Resource Allocation Model ◽

Cooperative Resource Allocation

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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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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 ◽

Cited By ~ 18

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 ◽

Multi Cloud

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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 ◽

Cited By ~ 55

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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Resource allocation model based on Particle Swarm Optimization for OFDMA macro-femtocell networks

2013 IEEE International Conference on Advanced Networks and Telecommunications Systems (ANTS) ◽

10.1109/ants.2013.6802850 ◽

2013 ◽

Cited By ~ 5

Author(s):

Rebeca Estrada ◽

Hadi Otrok ◽

Zbigniew Dziong

Keyword(s):

Resource Allocation ◽

Particle Swarm Optimization ◽

Particle Swarm ◽

Femtocell Networks ◽

Allocation Model ◽

Swarm Optimization ◽

Model Based ◽

Resource Allocation Model

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Resource allocation model based on Dijkstra's algorithm

Materials, Manufacturing Technology, Electronics and Information Science ◽

10.1142/9789813109384_0040 ◽

2016 ◽

Author(s):

Wen-Zhi Chen

Keyword(s):

Resource Allocation ◽

Dijkstra’S Algorithm ◽

Allocation Model ◽

Model Based ◽

Resource Allocation Model ◽

Dijkstra's Algorithm

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