Resource management in cloud computing using machine learning: A survey

S Goodarzy, M Nazari, R Han, E Keller… - 2020 19th IEEE …, 2020 - ieeexplore.ieee.org
Efficient resource management in cloud computing research is a crucial problem because
resource over-provisioning increases costs for cloud providers and cloud customers; …

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 …

Multi agent deep reinforcement learning for resource allocation in container‐based clouds environments

S Nagarajan, PS Rani, MS Vinmathi… - Expert …, 2023 - Wiley Online Library
Virtualization enables the deployment of several virtual servers on the same physical layer,
critical component of the cloud. As cloud services advance, more apps that use repositories …

Efficient resource management in cloud environment

SR Swain, AK Singh, CN Lee - arXiv preprint arXiv:2207.12085, 2022 - arxiv.org
In cloud computing resource management plays a significant role in data centres and it is
directly dependent on the application workload. Various services such as Infrastructure as a …

Elastic resource management for deep learning applications in a container cluster

Y Mao, V Sharma, W Zheng, L Cheng… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
The increasing demand for learning from massive datasets is restructuring our economy.
Effective learning, however, involves nontrivial computing resources. Most businesses utilize …

{AI4DL}: Mining behaviors of deep learning workloads for resource management

JL Berral, C Wang, A Youssef - 12th USENIX Workshop on Hot Topics in …, 2020 - usenix.org
The more we know about the resource usage patterns of workloads, the better we can
allocate resources. Here we present a methodology to discover resource usage behaviors …

Resource allocation with workload-time windows for cloud-based software services: a deep reinforcement learning approach

X Chen, L Yang, Z Chen, G Min… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
As the workloads and service requests in cloud computing environments change constantly,
cloud-based software services need to adaptively allocate resources for ensuring the Quality …

Machine learning approaches for load balancing in cloud computing services

DA Shafiq, NZ Jhanjhi… - 2021 National Computing …, 2021 - ieeexplore.ieee.org
As the demand for cloud services increases, optimization of resources becomes essential.
Static algorithms are no longer sufficient to solve cloud-related challenges such as …

Optimizing Resource Allocation in Cloud Infrastructure through AI Automation: A Comparative Study

MJ Karamthulla, JNA Malaiyappan, R Tillu - Journal of Knowledge …, 2023 - jklst.org
Optimizing resource allocation in cloud infrastructure is paramount for ensuring efficient
utilization of computing resources and minimizing operational costs. With the proliferation of …

DEARS: A deep learning based elastic and automatic resource scheduling framework for cloud applications

M Hassan, H Chen, Y Liu - 2018 IEEE Intl Conf on Parallel & …, 2018 - ieeexplore.ieee.org
Cloud computing paradigm supports more enterprises to provide satisfactory web services
to their clients. However, the bursty and fluctuation of requests challenge the traditional …