A survey on data center cooling systems: Technology, power consumption modeling and control strategy optimization

Q Zhang, Z Meng, X Hong, Y Zhan, J Liu, J Dong… - Journal of Systems …, 2021 - Elsevier
Data center is a fundamental infrastructure of computers and networking equipment to
collect, store, process, and distribute huge amounts of data for a variety of applications such …

Data center energy consumption modeling: A survey

M Dayarathna, Y Wen, R Fan - IEEE Communications surveys …, 2015 - ieeexplore.ieee.org
Data centers are critical, energy-hungry infrastructures that run large-scale Internet-based
services. Energy consumption models are pivotal in designing and optimizing energy …

A Review on efficient thermal management of air-and liquid-cooled data centers: From chip to the cooling system

AH Khalaj, SK Halgamuge - Applied energy, 2017 - Elsevier
The growing global demand for services offered by data centers (DCs) has increased their
total power consumption and carbon emissions. Recent figures revealed that DCs account …

Simplified server model to simulate data center cooling energy consumption

SW Ham, MH Kim, BN Choi, JW Jeong - Energy and Buildings, 2015 - Elsevier
This paper proposes a server model that can be applied to simulating the annual cooling
energy consumption of data centers and an analysis of its impact. Recently, aisle …

Towards joint optimization over ICT and cooling systems in data centre: A survey

W Zhang, Y Wen, YW Wong, KC Toh… - … Surveys & Tutorials, 2016 - ieeexplore.ieee.org
Effective management of ICT (information and communications technology) and cooling is
critical in modern data centres for high energy efficiency. This survey paper gives an …

A comparative study of energy savings in a liquid-cooled server by dynamic control of coolant flow rate at server level

P Shahi, S Saini, P Bansode… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Data center proliferation has been increasing significantly around the world attributed to
growth in technologies such as the Internet of Things (IoT), bitcoin mining, and high …

Air flow measurement and management for improving cooling and energy efficiency in raised-floor data centers: A survey

J Wan, X Gui, S Kasahara, Y Zhang, R Zhang - IEEE Access, 2018 - ieeexplore.ieee.org
Recently, the rapid growth in both data center power density and scale poses great
challenges to the cooling system. On one hand, the data center operators try to over …

Dynamic thermal management with proactive fan speed control through reinforcement learning

A Iranfar, F Terraneo, G Csordas… - … , Automation & Test …, 2020 - ieeexplore.ieee.org
Dynamic Thermal Management (DTM) has become a major challenge since it directly affects
Multiprocessors Systems-on-chip (MPSoCs) performance, power consumption, and …

Energy and thermal models for simulation of workload and resource management in computing systems

W Piątek, A Oleksiak, G Da Costa - Simulation Modelling Practice and …, 2015 - Elsevier
In the recent years, we have faced the evolution of high-performance computing (HPC)
systems towards higher scale, density and heterogeneity. In particular, hardware vendors …

Energy savings in data centers: A framework for modelling and control of servers' cooling

R Lucchese, J Olsson, AL Ljung, W Garcia-Gabin… - IFAC-PapersOnLine, 2017 - Elsevier
Aiming at improving the energy efficiency of air cooled servers in data centers, we devise a
novel control oriented, nonlinear, thermal model of the servers that accounts explicitly for …