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 …

Modeling, profiling, and debugging the energy consumption of mobile devices

MA Hoque, M Siekkinen, KN Khan, Y Xiao… - ACM Computing …, 2015 - dl.acm.org
Software energy profilers are the tools to measure the energy consumption of mobile
devices, applications running on those devices, and various hardware components. They …

[PDF][PDF] An analysis of power consumption in a smartphone

A Carroll, G Heiser - … Annual Technical Conference (USENIX ATC 10), 2010 - usenix.org
Mobile consumer-electronics devices, especially phones, are powered from batteries which
are limited in size and therefore capacity. This implies that managing energy well is …

RAPL: Memory power estimation and capping

H David, E Gorbatov, UR Hanebutte… - Proceedings of the 16th …, 2010 - dl.acm.org
The drive for higher performance and energy efficiency in data-centers has influenced
trends toward increased power and cooling requirements in the facilities. Since enterprise …

Virtual machine power metering and provisioning

A Kansal, F Zhao, J Liu, N Kothari… - Proceedings of the 1st …, 2010 - dl.acm.org
Virtualization is often used in cloud computing platforms for its several advantages in
efficiently managing resources. However, virtualization raises certain additional challenges …

Fine-grained power modeling for smartphones using system call tracing

A Pathak, YC Hu, M Zhang, P Bahl… - Proceedings of the sixth …, 2011 - dl.acm.org
Accurate, fine-grained online energy estimation and accounting of mobile devices such as
smartphones is of critical importance to understanding and debugging the energy …

Autoscale: Energy efficiency optimization for stochastic edge inference using reinforcement learning

YG Kim, CJ Wu - 2020 53rd Annual IEEE/ACM international …, 2020 - ieeexplore.ieee.org
Deep learning inference is increasingly run at the edge. As the programming and system
stack support becomes mature, it enables acceleration opportunities in a mobile system …

[PDF][PDF] Evaluating the effectiveness of model-based power characterization

JC McCullough, Y Agarwal, J Chandrashekar… - … Annual Technical Conf, 2011 - usenix.org
Accurate power characterization is important in computing platforms for several reasons
ranging from poweraware adaptation to power provisioning. Power characterization is …

Complete system power estimation using processor performance events

WL Bircher, LK John - IEEE Transactions on Computers, 2011 - ieeexplore.ieee.org
This paper proposes the use of microprocessor performance counters for online
measurement of complete system power consumption. The approach takes advantage of …

Koala: A platform for OS-level power management

DC Snowdon, E Le Sueur, SM Petters… - Proceedings of the 4th …, 2009 - dl.acm.org
Managing the power consumption of computing platforms is a complicated problem thanks
to a multitude of hardware configuration options and characteristics. Much of the academic …