Research of Offloading Decision and Resource Scheduling in Edge Computing Based on Deep Reinforcement Learning

Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering - Smart Grid and Internet of Things ◽

10.1007/978-3-030-69514-9_1 ◽

2021 ◽

pp. 3-13

Author(s):

Zhen-Jiang Zhang ◽

Tong Wu ◽

Zhiyuan Li ◽

Bo Shen ◽

Naiyue Chen ◽

...

Keyword(s):

Reinforcement Learning ◽

Resource Scheduling ◽

Download Full-text

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 ◽

Download Full-text

Online Computation Offloading and Resource Scheduling in Mobile Edge Computing

IEEE Internet of Things Journal ◽

10.1109/jiot.2021.3051427 ◽

2021 ◽

pp. 1-1

Author(s):

Tong Liu ◽

Yameng Zhang ◽

Yanmin Zhu ◽

Weiqin Tong ◽

Weiqin Tong ◽

...

Keyword(s):

Resource Scheduling ◽

Edge Computing ◽

Computation Offloading ◽

Mobile Edge Computing ◽

Online Computation

Download Full-text

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

Download Full-text

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

Download Full-text

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

Download Full-text

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

Download Full-text

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

Download Full-text

Adaptive Digital Twin and Multi-agent Deep Reinforcement Learning for Vehicular Edge Computing and Networks

IEEE Transactions on Industrial Informatics ◽

10.1109/tii.2021.3088407 ◽

2021 ◽

pp. 1-1

Author(s):

Ke Zhang ◽

Jiayu Cao ◽

Yan Zhang

Keyword(s):

Reinforcement Learning ◽

Edge Computing ◽

Digital Twin ◽

Download Full-text

Reliability-Optimal Offloading in Low-latency Edge Computing Networks: Analytical and Reinforcement Learning Based Designs

IEEE Transactions on Vehicular Technology ◽

10.1109/tvt.2021.3073791 ◽

2021 ◽

pp. 1-1

Author(s):

Yao Zhu ◽

Yulin Hu ◽

Tianyu Yang ◽

Tao Yang ◽

Jannik Vogt ◽

...

Keyword(s):

Reinforcement Learning ◽

Edge Computing ◽

Download Full-text

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

Download Full-text