Survey on prediction models of applications for resources provisioning in cloud

M Amiri, L Mohammad-Khanli - Journal of Network and Computer …, 2017 - Elsevier
According to the dynamic nature of cloud and the rapid growth of the resources demand in it,
the resource provisioning is one of the challenging problems in the cloud environment. The …

A novel approach to workload prediction using attention-based LSTM encoder-decoder network in cloud environment

Y Zhu, W Zhang, Y Chen, H Gao - EURASIP Journal on Wireless …, 2019 - Springer
Server workload in the form of cloud-end clusters is a key factor in server maintenance and
task scheduling. How to balance and optimize hardware resources and computation …

Task allocation algorithm and optimization model on edge collaboration

X Deng, J Li, E Liu, H Zhang - Journal of Systems Architecture, 2020 - Elsevier
This paper investigates a mobile edge computing environment for video analysis tasks
where edge nodes provide their computation capacities to process the computation …

A new method based on PSR and EA-GMDH for host load prediction in cloud computing system

Q Yang, C Peng, H Zhao, Y Yu, Y Zhou… - The Journal of …, 2014 - Springer
Host load prediction is one of the most effective measures for improving resource utilization
in cloud computing systems. Due to the drastic fluctuation of the host load in the Cloud …

Design and evaluation of a prediction-based dynamic edge computing system

E Liu, X Deng, Z Cao, H Zhang - 2018 IEEE Global …, 2018 - ieeexplore.ieee.org
We investigate a mobile edge computing environment where edge computing nodes
provide their computation capacities to process the computation intensive tasks submitted by …

Using heuristic search techniques to reduce task migrations in peer-to-peer volunteer computing networks

E Saleh, C Shastry - Periodica Polytechnica Electrical Engineering and …, 2023 - pp.bme.hu
Using Heuristic Search Techniques to Reduce Task Migrations in Peer-to-Peer Volunteer
Computing Networks Page 1 Cite this article as: Saleh, E., Shastry, C. "Using Heuristic Search …

Host load prediction based on PSR and EA-GMDH for cloud computing system

Q Yang, C Peng, Y Yu, H Zhao, Y Zhou… - … on Cloud and Green …, 2013 - ieeexplore.ieee.org
Host Load Prediction is one of the most effective measures to improve resource utilization in
the Cloud systems. As the drastic fluctuation of the host load in the Cloud, accurate …

Multi-prediction based scheduling for hybrid workloads in the cloud data center

H Jiang, HE, M Song - Cluster Computing, 2018 - Springer
Cloud computing can leverage over-provisioned resources that are wasted in traditional
data centers hosting production applications by consolidating tasks with lower QoS and SLA …

Predicting Resource Utilization for Cloud Workloads Using Machine Learning Techniques

PD Adane, OG Kakde - 2018 Second International Conference …, 2018 - ieeexplore.ieee.org
Provisioning of resources in a cloud environment is a challenging issue. Under provisioning
and over provisioning, both are detrimental for the overall performance of the system. There …

Improving elasticity in cloud with predictive algorithms

A Venkatachalam, R Lathamanju… - 2020 International …, 2020 - ieeexplore.ieee.org
Cloud computing is an innovation that is of expanding request nowadays. Here, resources
are multiplexed from physical machines to virtual machines through virtualization …