DDMTS: A novel dynamic load balancing scheduling scheme under SLA constraints in cloud computing

Z Tong, X Deng, H Chen, J Mei - Journal of Parallel and Distributed …, 2021 - Elsevier
Cloud computing is a computing method based on the Internet designed to share resources
through virtualization technology. For a large number of requests waiting to be processed …

Resource provisioning through machine learning in cloud services

MP Yadav, Rohit, DK Yadav - Arabian Journal for Science and …, 2022 - Springer
Efficient resource provisioning is one of the important research challenges in cloud
computing. Cloud providers use auto-scaling techniques for resource provisioning to …

Dynamic resource allocation for cloud-based media processing

K Sembiring, A Beyer - Proceeding of the 23rd ACM Workshop on …, 2013 - dl.acm.org
As an economic and scalable solution of providing interactive and adaptive media content
across different devices, cloud-based media processing has recently attracted lots of …

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 …

Deep reinforcement learning based approach for online service placement and computation resource allocation in edge computing

T Liu, S Ni, X Li, Y Zhu, L Kong… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Due to the urgent emergence of computation-intensive intelligent applications on end
devices, edge computing has been put forward as an extension of cloud computing, to …

A deep learning-based resource usage prediction model for resource provisioning in an autonomic cloud computing environment

MS Al-Asaly, MA Bencherif, A Alsanad… - Neural Computing and …, 2022 - Springer
Cloud computing enables clients to acquire cloud resources dynamically and on demand for
their cloud applications and services. For cloud providers, especially, Software as a Service …

Optimizing Resource Allocation in Cloud Computing Using Machine Learning

J Jeyaraman, SV Bayani… - European Journal of …, 2024 - ajpojournals.org
Purpose: A key component of large-scale distributed computing is the allocation of
resources, as computer networks cooperate to address complex optimization problems. To …

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 …

Computing offloading with fairness guarantee: a deep reinforcement learning method

H Hao, C Xu, W Zhang, S Yang… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Edge computing can reduce service latency and save backhaul bandwidth by completing
services at network edges, providing support for diverse computation-intensive and delay …

Task scheduling in cloud using deep reinforcement learning

S Swarup, EM Shakshuki, A Yasar - Procedia Computer Science, 2021 - Elsevier
Cloud computing is an emerging technology used in many applications such as data
analysis, storage, and Internet of Things (IoT). Due to the increasing number of users in the …