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 …

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 …

Resource management in clouds: Survey and research challenges

B Jennings, R Stadler - Journal of Network and Systems Management, 2015 - Springer
Resource management in a cloud environment is a hard problem, due to: the scale of
modern data centers; the heterogeneity of resource types and their interdependencies; the …

Machine learning techniques in emerging cloud computing integrated paradigms: A survey and taxonomy

D Soni, N Kumar - Journal of Network and Computer Applications, 2022 - Elsevier
Cloud computing offers Infrastructure as a Service (IaaS), Platform as a Service (PaaS), and
Software as a Service (SaaS) to provide compute, network, and storage capabilities to the …

Efficient resource management techniques in cloud computing environment: a review and discussion

F Nzanywayingoma, Y Yang - International Journal of Computers …, 2019 - Taylor & Francis
The increasing number of cloud computing infrastructure and the users' demands for
services has made the cloud resource management an impossible task to be manually …

Machine learning for energy-resource allocation, workflow scheduling and live migration in cloud computing: State-of-the-art survey

Y Kumar, S Kaul, YC Hu - Sustainable Computing: Informatics and Systems, 2022 - Elsevier
Abstract Machine learning and artificial intelligence techniques have been proven helpful
when pragmatic to a wide range of complex problems and areas such as energy …

Resource management for Infrastructure as a Service (IaaS) in cloud computing: A survey

SS Manvi, GK Shyam - Journal of network and computer applications, 2014 - Elsevier
The cloud phenomenon is quickly becoming an important service in Internet computing.
Infrastructure as a Service (IaaS) in cloud computing is one of the most significant and …

Resource allocation with workload-time windows for cloud-based software services: a deep reinforcement learning approach

X Chen, L Yang, Z Chen, G Min… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
As the workloads and service requests in cloud computing environments change constantly,
cloud-based software services need to adaptively allocate resources for ensuring the Quality …

HUNTER: AI based holistic resource management for sustainable cloud computing

S Tuli, SS Gill, M Xu, P Garraghan, R Bahsoon… - Journal of Systems and …, 2022 - Elsevier
The worldwide adoption of cloud data centers (CDCs) has given rise to the ubiquitous
demand for hosting application services on the cloud. Further, contemporary data-intensive …

Resource central: Understanding and predicting workloads for improved resource management in large cloud platforms

E Cortez, A Bonde, A Muzio, M Russinovich… - Proceedings of the 26th …, 2017 - dl.acm.org
Cloud research to date has lacked data on the characteristics of the production virtual
machine (VM) workloads of large cloud providers. A thorough understanding of these …