Applying reinforcement learning towards automating energy efficient virtual machine consolidation in cloud data centers

R Shaw, E Howley, E Barrett - Information Systems, 2022 - Elsevier
Energy awareness presents an immense challenge for cloud computing infrastructure and
the development of next generation data centers. Virtual Machine (VM) consolidation is one …

An energy-efficient dynamic resource management approach based on clustering and meta-heuristic algorithms in cloud computing IaaS platforms: Energy efficient …

M Askarizade Haghighi, M Maeen… - Wireless Personal …, 2019 - Springer
Cloud computing as an emerging technology, has revolutionized the information technology
industry by elastic on-demand provisioning and De-provisioning of computing resources …

Artificial intelligence (ai)-centric management of resources in modern distributed computing systems

S Ilager, R Muralidhar, R Buyya - 2020 IEEE Cloud Summit, 2020 - ieeexplore.ieee.org
Contemporary Distributed Computing Systems (DCS) such as Cloud Data Centers are large
scale, complex, heterogeneous, and distributed across multiple networks and geographical …

AI-driven resource management strategies for cloud computing systems, services, and applications

S Kanungo - World Journal of Advanced Engineering Technology …, 2024 - wjaets.com
Cloud computing is a way for businesses and individuals to It has changed and
revolutionized the way we access and use resources. However, efficient resource …

Energy-aware systems for real-time job scheduling in cloud data centers: A deep reinforcement learning approach

J Yan, Y Huang, A Gupta, A Gupta, C Liu, J Li… - Computers and …, 2022 - Elsevier
With the advantages such as high-performance, low-maintenance, and reliability, more and
more companies are moving their computing infrastructures to the cloud. In the meantime …

Machine learning (ML)-centric resource management in cloud computing: A review and future directions

T Khan, W Tian, G Zhou, S Ilager, M Gong… - Journal of Network and …, 2022 - Elsevier
Cloud computing has rapidly emerged as a model for delivering Internet-based utility
computing services. Infrastructure as a Service (IaaS) is one of the most important and …

[HTML][HTML] HIGA: Harmony-inspired genetic algorithm for rack-aware energy-efficient task scheduling in cloud data centers

M Sharma, R Garg - Engineering Science and Technology, an International …, 2020 - Elsevier
Reducing energy consumption in cloud data centers is one of the prime issue in the cloud
community. It reduces energy related costs and increases lifespan of high performance …

Environment-conscious scheduling of HPC applications on distributed cloud-oriented data centers

SK Garg, CS Yeo, A Anandasivam, R Buyya - Journal of Parallel and …, 2011 - Elsevier
The use of High Performance Computing (HPC) in commercial and consumer IT
applications is becoming popular. HPC users need the ability to gain rapid and scalable …

EARTH: Energy-aware autonomic resource scheduling in cloud computing

S Singh, I Chana - Journal of Intelligent & Fuzzy Systems, 2016 - content.iospress.com
In Cloud computing, data centers gain popularity as an effective platform for scheduling of
resources and hosting cloud applications. However, tremendous amount of energy is …

A systematic review of energy management strategies for resource allocation in the cloud: Clustering, optimization and machine learning

S Jayaprakash, MD Nagarajan, RP Prado… - Energies, 2021 - mdpi.com
Nowadays, many organizations and individual users are employing cloud services
extensively due to their efficiency, reliability and low cost. A key aspect for cloud data centers …