A Deep Reinforcement Learning Approach For Data Migration in Multi-Access Edge Computing

2018 ITU Kaleidoscope: Machine Learning for a 5G Future (ITU K) ◽

10.23919/itu-wt.2018.8597889 ◽

2018 ◽

Author(s):

Fabrizio De Vita ◽

Dario Bruneo ◽

Antonio Puliafito ◽

Giovanni Nardini ◽

Antonio Virdis ◽

...

Keyword(s):

Reinforcement Learning ◽

Edge Computing ◽

Data Migration ◽

Learning Approach ◽

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Offloading dependent tasks in multi-access edge computing: A multi-objective reinforcement learning approach

Future Generation Computer Systems ◽

10.1016/j.future.2021.10.013 ◽

2021 ◽

Author(s):

Fuhong Song ◽

Huanlai Xing ◽

Xinhan Wang ◽

Shouxi Luo ◽

Penglin Dai ◽

...

Keyword(s):

Reinforcement Learning ◽

Edge Computing ◽

Learning Approach ◽

Multi Objective ◽

Multi Access ◽

Dependent Tasks

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Online Computation Offloading in NOMA-Based Multi-Access Edge Computing: A Deep Reinforcement Learning Approach

IEEE Access ◽

10.1109/access.2020.2997925 ◽

2020 ◽

Vol 8 ◽

pp. 99098-99109 ◽

Author(s):

Maurice Nduwayezu ◽

Quoc-Viet Pham ◽

Won-Joo Hwang

Keyword(s):

Reinforcement Learning ◽

Edge Computing ◽

Computation Offloading ◽

Learning Approach ◽

Online Computation ◽

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Joint Server Selection, Cooperative Offloading and Handover in Multi-access Edge Computing Wireless Network: A Deep Reinforcement Learning Approach

IEEE Transactions on Mobile Computing ◽

10.1109/tmc.2020.3043736 ◽

2020 ◽

pp. 1-1

Author(s):

Tai Manh Ho ◽

Kim-Khoa Nguyen

Keyword(s):

Reinforcement Learning ◽

Wireless Network ◽

Edge Computing ◽

Learning Approach ◽

Server Selection ◽

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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 ◽

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A Resource-Constrained and Privacy-Preserving Edge Computing Enabled Clinical Decision System: A Federated Reinforcement Learning Approach

IEEE Internet of Things Journal ◽

10.1109/jiot.2021.3057653 ◽

2021 ◽

pp. 1-1

Author(s):

Zeyue Xue ◽

Pan Zhou ◽

Zichuan Xu ◽

Xiumin Wang ◽

Yulai Xie ◽

...

Keyword(s):

Reinforcement Learning ◽

Clinical Decision ◽

Privacy Preserving ◽

Edge Computing ◽

Learning Approach ◽

Resource Constrained ◽

Decision System ◽

System A ◽

Clinical Decision System

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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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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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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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