Using Reinforcement Learning for Autonomic Resource Allocation in Clouds: Towards a Fully Automated Workflow (original) (raw)
Related papers
Cloud Resource Allocation from the User Perspective: A Bare-Bones Reinforcement Learning Approach
Web Information Systems Engineering – WISE 2016
Reinforcement learning based autonomic virtual machine management in clouds
2016 5th International Conference on Informatics, Electronics and Vision (ICIEV), 2016
Elastic management of cloud applications using adaptive reinforcement learning
2017 IEEE International Conference on Big Data (Big Data), 2017
Reinforcement Learning Approach for Optimizing Cloud Resource Utilization With Load Balancing
IEEE Access
ReLeaSER: A Reinforcement Learning Strategy for Optimizing Utilization Of Ephemeral Cloud Resources
2020 IEEE International Conference on Cloud Computing Technology and Science (CloudCom)
A Hybrid Reinforcement Learning Approach to Autonomic Resource Allocation
2006 IEEE International Conference on Autonomic Computing, 2006
Automated cloud resources provisioning with the use of the proximal policy optimization
The Journal of Supercomputing, 2022
Informatics
Automatic Management of Cloud Applications with Use of Proximal Policy Optimization
Lecture Notes in Computer Science, 2020
Reinforcement learning for resource management in multi-tenant serverless platforms
Proceedings of the 2nd European Workshop on Machine Learning and Systems, 2022
VCONF: a reinforcement learning approach to virtual machines auto-configuration
2009
Energy-Efficient Virtual Machines Consolidation in Cloud Data Centers using Reinforcement Learning
In proceeding of: Parallel, Distributed, and Network-Based Processing (PDP)
Cornell University - arXiv, 2022
Implementing FCFS and SJF for finding the need of Reinforcement Learning in Cloud Environment
ITM Web of Conferences
Reinforcement Learning based Orchestration for Elastic Services
2019 IEEE 5th World Forum on Internet of Things (WF-IoT), 2019
Grid Differentiated Services: A Reinforcement Learning Approach
2008
An Adaptive Performance Aware Threshold Policy Based on Q_n$$ Estimator in Cloud Data Centers
SN Computer Science
Task Scheduling in Cloud Using Deep Reinforcement Learning
Procedia Computer Science, 2021
ArXiv, 2021
A reinforcement learning approach to dynamic resource allocation
Engineering Applications of Artificial Intelligence, 2007
2020 International Joint Conference on Neural Networks (IJCNN), 2020
Applied Soft Computing, 2015
RISCLESS: A Reinforcement Learning Strategy to Guarantee SLA on Cloud Ephemeral and Stable Resources
2022 30th Euromicro International Conference on Parallel, Distributed and Network-based Processing (PDP)
Managing Power Consumption and Performance of Computing Systems Using Reinforcement Learning
Self-adaptive Resource Management System in IaaS Clouds
Fahimeh Farahnakian, Tapio Pahikkala
Proactive Scalability and Management of Resources in Hybrid Clouds via Machine Learning
2015 IEEE 14th International Symposium on Network Computing and Applications, 2015
Cloud Database Tuning with Reinforcement Learning
2020
Control strategies for adaptive resource allocation in cloud computing
IFAC-PapersOnLine, 2020
Reinforcement learning based resource allocation in business process management
Data & Knowledge Engineering, 2011