Energy-efficient thermal-aware autonomic management of virtualized HPC cloud infrastructure

I Rodero, H Viswanathan, EK Lee, M Gamell… - Journal of Grid …, 2012 - Springer
Virtualized datacenters and clouds are being increasingly considered for traditional High-
Performance Computing (HPC) workloads that have typically targeted Grids and …

Task scheduling and VM placement to resource allocation in cloud computing: challenges and opportunities

K Saidi, D Bardou - Cluster Computing, 2023 - Springer
Recently, there has been growing interest in distributed models for addressing issues
related to Cloud computing environments, particularly resource allocation. This involves two …

Intelligent cloud resource management with deep reinforcement learning

Y Zhang, J Yao, H Guan - IEEE Cloud Computing, 2017 - ieeexplore.ieee.org
The cloud provides low-cost and flexible IT resources (hardware and software) across the
Internet. As more cloud providers seek to drive greater business outcomes and the …

SLA-driven dynamic cloud resource management

AG García, IB Espert, VH García - Future Generation Computer Systems, 2014 - Elsevier
As the size and complexity of Cloud systems increase, the manual management of these
solutions becomes a challenging issue as more personnel, resources and expertise are …

Resource allocation for cloud-based software services using prediction-enabled feedback control with reinforcement learning

X Chen, F Zhu, Z Chen, G Min… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
With time-varying workloads and service requests, cloud-based software services
necessitate adaptive resource allocation for guaranteeing Quality-of-Service (QoS) and …

A hierarchical framework of cloud resource allocation and power management using deep reinforcement learning

N Liu, Z Li, J Xu, Z Xu, S Lin, Q Qiu… - 2017 IEEE 37th …, 2017 - ieeexplore.ieee.org
Automatic decision-making approaches, such as reinforcement learning (RL), have been
applied to (partially) solve the resource allocation problem adaptively in the cloud computing …

An Efficient Policy‐Based Scheduling and Allocation of Virtual Machines in Cloud Computing Environment

S Supreeth, K Patil, SD Patil, S Rohith… - Journal of Electrical …, 2022 - Wiley Online Library
Cloud computing has become the most challenging research field in the current information
technology scenario. In this, a set of user tasks are scheduled and allocated to numerous …

Forecasting Cloud Application Workloads With CloudInsight for Predictive Resource Management

IK Kim, W Wang, Y Qi… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Predictive cloud resource management has been widely adopted to overcome the
limitations of reactive cloud autoscaling. The predictive resource management is highly …

Dynamic resource demand prediction and allocation in multi‐tenant service clouds

M Verma, GR Gangadharan… - Concurrency and …, 2016 - Wiley Online Library
Cloud computing is emerging as an increasingly popular computing paradigm, allowing
dynamic scaling of resources available to users as needed. This requires a highly accurate …

Cloud resource provisioning: survey, status and future research directions

S Singh, I Chana - Knowledge and Information Systems, 2016 - Springer
Cloud resource provisioning is a challenging job that may be compromised due to
unavailability of the expected resources. Quality of Service (QoS) requirements of workloads …