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 …

A review on task scheduling techniques in cloud and fog computing: Taxonomy, tools, open issues, challenges, and future directions

ZA Khan, IA Aziz, NAB Osman, I Ullah - Ieee Access, 2023 - ieeexplore.ieee.org
Efficient task scheduling on the cloud is critical for optimal utilization of resources in data
centers. It became even more challenging with the emergence of 5G and IoT applications …

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 …

[HTML][HTML] Mantaray modified multi-objective Harris hawk optimization algorithm expedites optimal load balancing in cloud computing

M Haris, S Zubair - Journal of King Saud University-Computer and …, 2022 - Elsevier
Task scheduling in the cloud is a difficult optimization challenge. The cloud system is
assigned with a specific load based on the cloud architecture and user demands. However …

[HTML][HTML] Workflow performance prediction based on graph structure aware deep attention neural network

J Yu, M Gao, Y Li, Z Zhang, WH Ip, KL Yung - Journal of Industrial …, 2022 - Elsevier
With the rapid growth of cloud computing, efficient operational optimization and resource
scheduling of complex cloud business processes rely on real-time and accurate …

Resource usage prediction based on BiLSTM-GRU combination model

X Li, H Wang, P Xiu, X Zhou… - 2022 IEEE International …, 2022 - ieeexplore.ieee.org
With the rapid development of cloud computing, accurate resource usage prediction has
become a key technology for the efficient utilization of cloud data center resources. Aiming at …

IDBNWP: improved deep belief network for workload prediction: hybrid optimization for load balancing in cloud system

A Ajil, ES Kumar - Multimedia Tools and Applications, 2024 - Springer
The achievement of cloud environment is determined by the efficiency of its load balancing
with proper allocation of resources. The proactive forecasting of future workload …

HFTO: Hybrid firebug tunicate optimizer for fault tolerance and dynamic task scheduling in cloud computing

M Nanjappan, G Natesan, P Krishnadoss - Wireless Personal …, 2023 - Springer
Task scheduling is an important issue in cloud computing when it comes to achieving
multiple goals and satisfying different user needs. The increasing demand and users urge …

Parallel Enhanced Whale Optimization Algorithm for Independent Tasks Scheduling on Cloud Computing

ZA Khan, IA Aziz, NAB Osman, S Nabi - IEEE Access, 2024 - ieeexplore.ieee.org
Cloud computing has been imperative for computing systems worldwide since its inception.
The researchers strive to leverage the efficient utilization of cloud resources to execute …

[PDF][PDF] Optimizing Cloud Load Forecasting with a CNN-BiLSTM Hybrid Model

V Ramamoorthi - … Journal of Intelligent Automation and Computing, 2022 - researchgate.net
Cloud computing has emerged as a cornerstone for modern industries, offering scalable and
flexible resources to meet growing computational demands. However, managing fluctuating …