Intelligent cloud resource management with deep reinforcement learning
Y Zhang, J Yao, H Guan - IEEE Cloud Computing, 2017 - ieeexplore.ieee.org
The cloud provides low-cost and flexible IT resources (hardware and software) across the
Internet. As more cloud providers seek to drive greater business outcomes and the …
Internet. As more cloud providers seek to drive greater business outcomes and the …
Application of Machine Learning Optimization in Cloud Computing Resource Scheduling and Management
In recent years, cloud computing has been widely used. Cloud computing refers to the
centralized computing resources, users through the access to the centralized resources to …
centralized computing resources, users through the access to the centralized resources to …
[HTML][HTML] Intelligent multi-agent reinforcement learning model for resources allocation in cloud computing
Now more than ever, optimizing resource allocation in cloud computing is becoming more
critical due to the growth of cloud computing consumers and meeting the computing …
critical due to the growth of cloud computing consumers and meeting the computing …
Cloud resource scheduling with deep reinforcement learning and imitation learning
The cloud resource management belongs to the category of combinatorial optimization
problems, most of which have been proven to be NP-hard. In recent years, reinforcement …
problems, most of which have been proven to be NP-hard. In recent years, reinforcement …
Adaptive and efficient resource allocation in cloud datacenters using actor-critic deep reinforcement learning
The ever-expanding scale of cloud datacenters necessitates automated resource
provisioning to best meet the requirements of low latency and high energy-efficiency …
provisioning to best meet the requirements of low latency and high energy-efficiency …
ADRL: A hybrid anomaly-aware deep reinforcement learning-based resource scaling in clouds
S Kardani-Moghaddam, R Buyya… - … on Parallel and …, 2020 - ieeexplore.ieee.org
The virtualization concept and elasticity feature of cloud computing enable users to request
resources on-demand and in the pay-as-you-go model. However, the high flexibility of the …
resources on-demand and in the pay-as-you-go model. However, the high flexibility of the …
An adaptive resource management scheme in cloud computing
CJ Huang, CT Guan, HM Chen, YW Wang… - … Applications of Artificial …, 2013 - Elsevier
There are various significant issues in resource allocation, such as maximum computing
performance and green computing, which have attracted researchers' attention recently …
performance and green computing, which have attracted researchers' attention recently …
Learning resource allocation and pricing for cloud profit maximization
Cloud computing has been widely adopted to support various computation services. A
fundamental problem faced by cloud providers is how to efficiently allocate resources upon …
fundamental problem faced by cloud providers is how to efficiently allocate resources upon …
Resource management framework using deep neural networks in multi-cloud environment
In recent decades, there exists a wide increase in traffic of clouds due to the enormous
increase of media content. The popularity of cloud is gaining its attention due to its ease of …
increase of media content. The popularity of cloud is gaining its attention due to its ease of …
Applying reinforcement learning towards automating energy efficient virtual machine consolidation in cloud data centers
Energy awareness presents an immense challenge for cloud computing infrastructure and
the development of next generation data centers. Virtual Machine (VM) consolidation is one …
the development of next generation data centers. Virtual Machine (VM) consolidation is one …