Predicting host CPU utilization in the cloud using evolutionary neural networks
Abstract The Infrastructure as a Service (IaaS) platform in cloud computing provides
resources as a service from a pool of compute, network, and storage resources. One of the …
resources as a service from a pool of compute, network, and storage resources. One of the …
A resource utilization prediction model for cloud data centers using evolutionary algorithms and machine learning techniques
Cloud computing has revolutionized the modes of computing. With huge success and
diverse benefits, the paradigm faces several challenges as well. Power consumption …
diverse benefits, the paradigm faces several challenges as well. Power consumption …
An intelligent swarm based prediction approach for predicting cloud computing user resource needs
HA Kholidy - Computer Communications, 2020 - Elsevier
Cloud computing aimed at offering elastic resource allocation on demand to cloud
consumers. Building a cloud resource demand prediction model is a challenging task …
consumers. Building a cloud resource demand prediction model is a challenging task …
[HTML][HTML] Host utilization prediction using hybrid kernel based support vector regression in cloud data centers
P Nehra, A Nagaraju - Journal of King Saud University-Computer and …, 2022 - Elsevier
The rapid growth in the cloud data center needs a dynamic resource provision to maintain
the Quality of Services parameters. To guarantee it, Virtual Machine Migration as part of VM …
the Quality of Services parameters. To guarantee it, Virtual Machine Migration as part of VM …
Workload prediction in cloud using artificial neural network and adaptive differential evolution
Cloud computing has drastically transformed the means of computing in recent years. In
spite of numerous benefits, it suffers from some challenges too. Major challenges of cloud …
spite of numerous benefits, it suffers from some challenges too. Major challenges of cloud …
Predicting host CPU utilization in cloud computing using recurrent neural networks
One of the major challenges facing cloud computing is to accurately predict future resource
usage for future demands. Cloud resource consumption is constantly changing, which …
usage for future demands. Cloud resource consumption is constantly changing, which …
BHyPreC: a novel Bi-LSTM based hybrid recurrent neural network model to predict the CPU workload of cloud virtual machine
With the advancement of cloud computing technologies, there is an ever-increasing demand
for the maximum utilization of cloud resources. It increases the computing power …
for the maximum utilization of cloud resources. It increases the computing power …
Predicting multi-attribute host resource utilization using support vector regression technique
L Abdullah, H Li, S Al-Jamali, A Al-Badwi… - Ieee Access, 2020 - ieeexplore.ieee.org
Studies on the resource workload demand in cloud computing environment aim at reducing
resource wastage by optimizing the resource utilization in a cloud data center. Based on this …
resource wastage by optimizing the resource utilization in a cloud data center. Based on this …
A learning automata-based ensemble resource usage prediction algorithm for cloud computing environment
Infrastructure as a service (IaaS) providers are interested in increasing their profit by
gathering more and more customers besides providing more efficiency in cloud resource …
gathering more and more customers besides providing more efficiency in cloud resource …
Resource usage cost optimization in cloud computing using machine learning
P Osypanka, P Nawrocki - IEEE Transactions on Cloud …, 2020 - ieeexplore.ieee.org
Cloud computing is gaining popularity among small and medium-sized enterprises. The cost
of cloud resources plays a significant role for these companies and this is why cloud …
of cloud resources plays a significant role for these companies and this is why cloud …