A survey and classification of the workload forecasting methods in cloud computing

M Masdari, A Khoshnevis - Cluster Computing, 2020 - Springer
Workload prediction is one of the important parts of proactive resource management and
auto-scaling in cloud computing. Accurate prediction of workload in cloud computing is of …

FAST: A forecasting model with adaptive sliding window and time locality integration for dynamic cloud workloads

B Feng, Z Ding, C Jiang - IEEE Transactions on Services …, 2022 - ieeexplore.ieee.org
The workload predictor has attracted attention as a key component of the proactive service
operation management framework. However, the request and resource workloads of cloud …

Virtual security as a service for 5G verticals

Y Khettab, M Bagaa, DLC Dutra… - 2018 IEEE Wireless …, 2018 - ieeexplore.ieee.org
The future 5G systems ought to meet diverse requirements of new industry verticals, such as
Massive Internet of Things (IoT), broadband access in dense networks and ultra-reliable …

A survey on the current challenges of energy-efficient cloud resources management

I Hamzaoui, B Duthil, V Courboulay, H Medromi - SN Computer Science, 2020 - Springer
Given the perpetual surging of cloud services' requests, energy consumption of cloud data
centers with their related CO 2 emissions still represents major issues. Efficient use of …

Proactive auto-scaling for cloud environments using temporal convolutional neural networks

E Golshani, M Ashtiani - Journal of Parallel and Distributed Computing, 2021 - Elsevier
Auto-scaling systems can dynamically scale the required resources for cloud-based services
at runtime. This is an effective mechanism, enabling services to adapt to environmental …

A hybrid mechanism of horizontal auto-scaling based on thresholds and time series

P Pereira, J Araujo, P Maciel - 2019 IEEE international …, 2019 - ieeexplore.ieee.org
Demand for performance, availability, and reliability in computational systems has increased
lately. Improving these aspects is an important research challenge due to the applications …

An autonomic risk‐and penalty‐aware resource allocation with probabilistic resource scaling mechanism for multilayer cloud resource provisioning

A Mazidi, M Golsorkhtabaramiri… - International Journal …, 2020 - Wiley Online Library
Cloud computing environment allows presenting different services on the Internet in
exchange for cost payment. Cloud providers can minimize their operational costs by auto …

A survey on auto-scaling: how to exploit cloud elasticity

M Catillo, U Villano, M Rak - International Journal of Grid …, 2023 - inderscienceonline.com
Elasticity plays an essential role as far as the wide diffusion of cloud computing is
concerned. It enables a cloud application deployment to'scale'automatically, adapting to …

Workload and resource aware proactive auto-scaler for paas cloud

RS Shariffdeen, D Munasinghe… - 2016 IEEE 9th …, 2016 - ieeexplore.ieee.org
Elasticity is a key feature in Cloud Computing where virtualized resources are provisioned
and de-provisioned via auto-scaling. However, auto-scaling in most Platform-as-a-Service …

Horizontal scaling in cloud using contextual bandits

D Delande, P Stolf, R Feraud, JM Pierson… - European Conference on …, 2021 - Springer
One characteristic of the Cloud is elasticity: it provides the ability to adapt resources
allocated to applications as needed at runtime. This capacity relies on scaling and …