Comprehensive review and future prospects of multi-level fan control strategies in data centers for joint optimization of thermal management systems

K Cao, Z Li, H Luo, Y Jiang, H Liu, L Xu, P Gao… - Journal of Building …, 2024 - Elsevier
With the rapid advancement of information and communication technology, particularly in
artificial intelligence and cloud computing, the deployment of data centers has surged …

Optimal self-tuning PID controller based on low power consumption for a server fan cooling system

C Lee, R Chen - Sensors, 2015 - mdpi.com
Recently, saving the cooling power in servers by controlling the fan speed has attracted
considerable attention because of the increasing demand for high-density servers. This …

Temperature aware dynamic workload scheduling in multisocket cpu servers

R Ayoub, K Indukuri, TS Rosing - IEEE transactions on …, 2011 - ieeexplore.ieee.org
In this paper, we propose a multitier approach for significantly lowering the cooling costs
associated with fan subsystems without compromising the system performance. Our …

Energy efficient proactive thermal management in memory subsystem

RZ Ayoub, KR Indukuri, TS Rosing - Proceedings of the 16th ACM/IEEE …, 2010 - dl.acm.org
Energy management of memory subsystem is challenging due to performance and thermal
constraints. Big energy gains can be obtained by clustering memory accesses, however this …

Fan-speed-aware scheduling of data intensive jobs

CS Chan, Y Jin, YK Wu, K Gross… - Proceedings of the …, 2012 - dl.acm.org
As server processor power densities increase, the cost of air cooling also grows resulting
from higher fan speeds. Our measurements show that vibrations induced by fans in high-end …

A dynamic thermal management circuit for system-on-chip designs

H Chiueh, J Draper, J Choma - Analog Integrated Circuits and Signal …, 2003 - Springer
A novel fully integrated dynamic thermal management circuit for system-on-chip design is
proposed. Instead of worst-case thermal management used in conventional systems, this …

Gentlecool: Cooling aware proactive workload scheduling in multi-machine systems

R Ayoub, S Sharifi, TS Rosing - … & Test in Europe Conference & …, 2010 - ieeexplore.ieee.org
In state of the art systems, workload scheduling and server fan speed operate independently
leading to cooling inefficiencies. In this work we propose GentleCool, a proactive multi-tier …

CoMETC: Coordinated management of energy/thermal/cooling in servers

R Ayoub, R Nath, TS Rosing - ACM Transactions on Design Automation …, 2013 - dl.acm.org
We introduce a Coordinated Management of Energy, Thermal, and Cooling (CoMETC)
technique to minimize cooling and memory energy of server machines. State-of-the-art …

Cool and save: cooling aware dynamic workload scheduling in multi-socket cpu systems

R Ayoub, TS Rosing - 2010 15th Asia and South Pacific Design …, 2010 - ieeexplore.ieee.org
Traditionally CPU workload scheduling and fan control in multi-socket systems have been
designed separately leading to less efficient solutions. In this paper we present Cool and …

A thermal-aware power management soft-ip for platform-based soc designs

C Chan, Y Chang, H Ho… - … Symposium on System-on …, 2004 - ieeexplore.ieee.org
A novel thermal-aware power management (TAPM) software intellectual property (soft-IP) for
modem platform-based SoC designs is presented. This research proposes the system-level …