Deep Reinforcement Learning based Elasticity-compatible Heterogeneous Resource Management for Time-critical Computing

49th International Conference on Parallel Processing - ICPP ◽

10.1145/3404397.3404475 ◽

2020 ◽

Author(s):

Zixia Liu ◽

Liqiang Wang ◽

Gang Quan

Keyword(s):

Reinforcement Learning ◽

Resource Management ◽

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A Reinforcement Learning Based Resource Management Approach for Time-critical Workloads in Distributed Computing Environment

2018 IEEE International Conference on Big Data (Big Data) ◽

10.1109/bigdata.2018.8622393 ◽

2018 ◽

Author(s):

Zixia Liu ◽

Hong Zhang ◽

Bingbing Rao ◽

Liqiang Wang

Keyword(s):

Reinforcement Learning ◽

Resource Management ◽

Distributed Computing ◽

Management Approach ◽

Computing Environment ◽

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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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Application QoS-Based Time-Critical Automated Resource Management in Battle Management Systems

The Ninth IEEE International Workshop on Object-Oriented Real-Time Dependable Systems (WORDS' 03) ◽

10.1109/words.2003.1267485 ◽

2004 ◽

Author(s):

E.D. Jensen

Keyword(s):

Resource Management ◽

Management Systems ◽

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Adaptive time-critical resource management using time/utility functions: past, present, and future

Proceedings of the 28th Annual International Computer Software and Applications Conference, 2004. COMPSAC 2004. ◽

10.1109/cmpsac.2004.1342655 ◽

2004 ◽

Author(s):

Peng Li ◽

B. Ravindran ◽

E.D. Jensen

Keyword(s):

Resource Management ◽

Utility Functions ◽

Critical Resource ◽

Adaptive Time ◽

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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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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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