Fine-grained energy consumption model of servers based on task characteristics in cloud data center

Z Zhou, JH Abawajy, F Li, Z Hu, MU Chowdhury… - IEEE …, 2017 - ieeexplore.ieee.org
In this paper, we address the problem of accurately modeling the cloud data center energy
consumption. As minimizing energy consumption has become a crucial issue for the efficient …

An artificial neural network approach to power consumption model construction for servers in cloud data centers

W Lin, G Wu, X Wang, K Li - IEEE Transactions on Sustainable …, 2019 - ieeexplore.ieee.org
The power consumption estimation or prediction of cloud servers is the basis of energy-
aware scheduling to realize energy saving in cloud datacenters. The existing works are …

A unified model for holistic power usage in cloud datacenter servers

P Garraghan, Y Al-Anii, J Summers… - Proceedings of the 9th …, 2016 - dl.acm.org
Cloud datacenters are compute facilities formed by hundreds and thousands of
heterogeneous servers requiring significant power requirements to operate effectively …

Energy-efficient resource allocation and provisioning framework for cloud data centers

M Dabbagh, B Hamdaoui, M Guizani… - IEEE Transactions on …, 2015 - ieeexplore.ieee.org
Energy efficiency has recently become a major issue in large data centers due to financial
and environmental concerns. This paper proposes an integrated energy-aware resource …

Linear power modeling for cloud data centers: taxonomy, locally corrected linear regression, simulation framework and evaluation

L Ismail, EH Abed - IEEE Access, 2019 - ieeexplore.ieee.org
Cloud computing is a novel paradigm, where the limitations of ubiquitous connected devices
in terms of computing, data access, networking and storage are solved through the use of …

Power modeling for energy-efficient resource management in a cloud data center

A Tarafdar, S Sarkar, RK Das, S Khatua - Journal of Grid Computing, 2023 - Springer
An accurate host power model is necessary for effective power management in data centers
which is crucial for reducing energy consumption and cost. One should evaluate the power …

Power consumption model based on feature selection and deep learning in cloud computing scenarios

Y Liang, Z Hu, K Li - IET Communications, 2020 - Wiley Online Library
High power consumption of cloud data centres is a crucial challenge in modern cloud
computing. To comply with the conceptions of green computing, power consumption …

Computing server power modeling in a data center: Survey, taxonomy, and performance evaluation

L Ismail, H Materwala - ACM Computing Surveys (CSUR), 2020 - dl.acm.org
Data centers are large-scale, energy-hungry infrastructure serving the increasing
computational demands as the world is becoming more connected in smart cities. The …

A sensor predictive model for power consumption using machine learning

N Moocheet, B Jaumard, P Thibault… - 2023 IEEE 12th …, 2023 - ieeexplore.ieee.org
Reducing the power consumption of computing devices remains a challenge for the data
center industry. In 2022, it represents approximately 2% of global electricity consumption …

A heuristic task scheduling algorithm based on server power efficiency model in cloud environments

W Lin, W Wang, W Wu, X Pang, B Liu… - … computing: informatics and …, 2018 - Elsevier
As the ever-growing energy consumption rises as a global concern, energy conservation in
cloud data centers has become a topic of interest. Based on extensive research and …