Resource Management with Deep Reinforcement Learning

Proceedings of the 15th ACM Workshop on Hot Topics in Networks - HotNets '16 ◽

10.1145/3005745.3005750 ◽

2016 ◽

Author(s):

Hongzi Mao ◽

Mohammad Alizadeh ◽

Ishai Menache ◽

Srikanth Kandula

Keyword(s):

Reinforcement Learning ◽

Resource Management

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Adaptive Resource Management Utilizing Reinforcement Learning Technique in Inter-Cloud Environments

IOP Conference Series Materials Science and Engineering ◽

10.1088/1757-899x/1055/1/012124 ◽

2021 ◽

Vol 1055 (1) ◽

pp. 012124

Author(s):

Vadla Pradeep Kumar ◽

Kolla Bhanu Prakash

Keyword(s):

Reinforcement Learning ◽

Resource Management ◽

Adaptive Resource Management ◽

Learning Technique ◽

Cloud Environments ◽

Adaptive Resource

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Reinforcement Learning-based Multidimensional Resource Management in Edge Cloud Regions

The 2nd International Conference on Computing and Data Science ◽

10.1145/3448734.3450784 ◽

2021 ◽

Author(s):

Wen Han ◽

Wenjing Hou ◽

Hong Wen ◽

Wenxin Lei ◽

Xinchen Xu ◽

...

Keyword(s):

Reinforcement Learning ◽

Resource Management

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Communications and High-Precision Positioning (CHP2): Secure Traffic and Resource Management Using Reinforcement Learning

2020 AIAA/IEEE 39th Digital Avionics Systems Conference (DASC) ◽

10.1109/dasc50938.2020.9256573 ◽

2020 ◽

Author(s):

Owen Ma ◽

Andrew Herschfelt ◽

Hanguang Yu ◽

Shunyao Wu ◽

Sharanya Srinivas ◽

...

Keyword(s):

Reinforcement Learning ◽

Resource Management ◽

High Precision ◽

Precision Positioning

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Deep Reinforcement Learning for Resource Management in Network Slicing

IEEE Access ◽

10.1109/access.2018.2881964 ◽

2018 ◽

Vol 6 ◽

pp. 74429-74441 ◽

Author(s):

Rongpeng Li ◽

Zhifeng Zhao ◽

Qi Sun ◽

Chih-Lin I ◽

Chenyang Yang ◽

...

Keyword(s):

Reinforcement Learning ◽

Resource Management ◽

Network Slicing

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Model-free resource management of cloud-based applications using reinforcement learning

2018 21st Conference on Innovation in Clouds, Internet and Networks and Workshops (ICIN) ◽

10.1109/icin.2018.8401615 ◽

2018 ◽

Author(s):

Yue Jin ◽

Makram Bouzid ◽

Dimitre Kostadinov ◽

Armen Aghasaryan

Keyword(s):

Reinforcement Learning ◽

Resource Management ◽

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Delay-Aware Stochastic Resource Management for Mobile Edge Computing Systems via Constrained Reinforcement Learning

IEEE Wireless Communications Letters ◽

10.1109/lwc.2021.3112984 ◽

2021 ◽

pp. 1-1

Author(s):

Chang Tian ◽

An Liu ◽

Wu Luo

Keyword(s):

Reinforcement Learning ◽

Resource Management ◽

Edge Computing ◽

Mobile Edge Computing ◽

Computing Systems

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Intelligent OpenRAN orchestration assisted by a Reinforcement Learning Resource Management policy

10.1109/scla53004.2021.9540164 ◽

2021 ◽

Author(s):

Wagner Silveira ◽

Fabio H. Cabrini ◽

Filippo Valiante Filho ◽

Alberico C. Barros Filho ◽

Sergio T. Kofuji

Keyword(s):

Reinforcement Learning ◽

Resource Management ◽

Management Policy ◽

Learning Resource

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Resource Management at the Network Edge: A Deep Reinforcement Learning Approach

IEEE Network ◽

10.1109/mnet.2019.1800386 ◽

2019 ◽

Vol 33 (3) ◽

pp. 26-33 ◽

Author(s):

Deze Zeng ◽

Lin Gu ◽

Shengli Pan ◽

Jingjing Cai ◽

Song Guo

Keyword(s):

Reinforcement Learning ◽

Resource Management ◽

Learning Approach

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Dynamic Reservation and Deep Reinforcement Learning based Autonomous Resource Management for wireless Virtual Networks

2018 IEEE 37th International Performance Computing and Communications Conference (IPCCC) ◽

10.1109/pccc.2018.8710960 ◽

2018 ◽

Author(s):

Guolin Sun ◽

Gebrekidan Tesfay Zemuy ◽

Kun Xiong

Keyword(s):

Reinforcement Learning ◽

Resource Management ◽

Virtual Networks ◽

Dynamic Reservation

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Contract-Based Computing Resource Management via Deep Reinforcement Learning in Vehicular Fog Computing

IEEE Access ◽

10.1109/access.2019.2963051 ◽

2020 ◽

Vol 8 ◽

pp. 3319-3329 ◽

Author(s):

Junhui Zhao ◽

Ming Kong ◽

Qiuping Li ◽

Xiaoke Sun

Keyword(s):

Reinforcement Learning ◽

Resource Management ◽

Fog Computing ◽

Computing Resource

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