Data Centers Job Scheduling with Deep Reinforcement Learning

Advances in Knowledge Discovery and Data Mining - Lecture Notes in Computer Science ◽

10.1007/978-3-030-47436-2_68 ◽

2020 ◽

pp. 906-917

Author(s):

Sisheng Liang ◽

Zhou Yang ◽

Fang Jin ◽

Yong Chen

Keyword(s):

Reinforcement Learning ◽

Data Centers ◽

Job Scheduling

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Control of Air Free-Cooled Data Centers in Tropics via Deep Reinforcement Learning

Proceedings of the 6th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation ◽

10.1145/3360322.3360845 ◽

2019 ◽

Cited By ~ 2

Author(s):

Duc Van Le ◽

Yingbo Liu ◽

Rongrong Wang ◽

Rui Tan ◽

Yew-Wah Wong ◽

...

Keyword(s):

Reinforcement Learning ◽

Data Centers

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Intelligent Rack-Level Cooling Management in Data Centers with Active Ventilation Tiles: A Deep Reinforcement Learning Approach

IEEE Intelligent Systems ◽

10.1109/mis.2021.3049865 ◽

2021 ◽

pp. 1-1

Author(s):

Jianxiong Wan ◽

Jie Zhou ◽

Xiang Gui

Keyword(s):

Reinforcement Learning ◽

Data Centers ◽

Learning Approach

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Applying Reinforcement Learning towards automating energy efficient virtual machine consolidation in cloud data centers

Information Systems ◽

10.1016/j.is.2021.101722 ◽

2021 ◽

pp. 101722

Author(s):

Rachael Shaw ◽

Enda Howley ◽

Enda Barrett

Keyword(s):

Reinforcement Learning ◽

Virtual Machine ◽

Energy Efficient ◽

Data Centers ◽

Cloud Data ◽

Virtual Machine Consolidation ◽

Cloud Data Centers

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GreenCloudNet++: Simulation framework for energy efficient and secure, green job scheduling in geographically distributed data centers

Transactions on Emerging Telecommunications Technologies ◽

10.1002/ett.4232 ◽

2021 ◽

Author(s):

Farrukh Mahmood ◽

Farrukh Zeeshan Khan ◽

Muneer Ahmed ◽

Iftikhar Ahmad ◽

Brij B. Gupta

Keyword(s):

Energy Efficient ◽

Data Centers ◽

Job Scheduling ◽

Distributed Data ◽

Simulation Framework ◽

Geographically Distributed

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Network aware job scheduling in green data centers

2014 International Conference on Computing, Networking and Communications (ICNC) ◽

10.1109/iccnc.2014.6785325 ◽

2014 ◽

Cited By ~ 1

Author(s):

Derya Cavdar ◽

Fatih Alagoz

Keyword(s):

Data Centers ◽

Job Scheduling ◽

Green Data Centers

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Reinforcement learning based methodology for energy-efficient resource allocation in cloud data centers

Journal of King Saud University - Computer and Information Sciences ◽

10.1016/j.jksuci.2018.11.005 ◽

2020 ◽

Vol 32 (10) ◽

pp. 1127-1139 ◽

Cited By ~ 8

Author(s):

Thandar Thein ◽

Myint Myat Myo ◽

Sazia Parvin ◽

Amjad Gawanmeh

Keyword(s):

Resource Allocation ◽

Reinforcement Learning ◽

Energy Efficient ◽

Data Centers ◽

Cloud Data ◽

Efficient Resource ◽

Cloud Data Centers ◽

Energy Efficient Resource Allocation

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Toward Efficient Compute-Intensive Job Allocation for Green Data Centers: A Deep Reinforcement Learning Approach

2019 IEEE 39th International Conference on Distributed Computing Systems (ICDCS) ◽

10.1109/icdcs.2019.00069 ◽

2019 ◽

Cited By ~ 4

Author(s):

Deliang Yi ◽

Xin Zhou ◽

Yonggang Wen ◽

Rui Tan

Keyword(s):

Reinforcement Learning ◽

Data Centers ◽

Learning Approach ◽

Job Allocation ◽

Green Data Centers

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A Deep Reinforcement Learning Approach to Multi-Component Job Scheduling in Edge Computing

2019 15th International Conference on Mobile Ad-Hoc and Sensor Networks (MSN) ◽

10.1109/msn48538.2019.00018 ◽

2019 ◽

Cited By ~ 1

Author(s):

Zhi Cao ◽

Honggang Zhang ◽

Yu Cao ◽

Benyuan Liu

Keyword(s):

Reinforcement Learning ◽

Job Scheduling ◽

Edge Computing ◽

Learning Approach

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Energy-Efficient Virtual Machines Consolidation in Cloud Data Centers Using Reinforcement Learning

2014 22nd Euromicro International Conference on Parallel, Distributed, and Network-Based Processing ◽

10.1109/pdp.2014.109 ◽

2014 ◽

Cited By ~ 68

Author(s):

Fahimeh Farahnakian ◽

Pasi Liljeberg ◽

Juha Plosila

Keyword(s):

Reinforcement Learning ◽

Energy Efficient ◽

Data Centers ◽

Virtual Machines ◽

Cloud Data ◽

Cloud Data Centers

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Provably-Efficient Job Scheduling for Energy and Fairness in Geographically Distributed Data Centers

2012 IEEE 32nd International Conference on Distributed Computing Systems ◽

10.1109/icdcs.2012.77 ◽

2012 ◽

Cited By ~ 72

Author(s):

Shaolei Ren ◽

Yuxiong He ◽

Fei Xu

Keyword(s):

Data Centers ◽

Job Scheduling ◽

Distributed Data ◽

Geographically Distributed

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