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 survey of methods for analyzing and improving GPU energy efficiency

S Mittal, JS Vetter - ACM Computing Surveys (CSUR), 2014 - dl.acm.org
Recent years have witnessed phenomenal growth in the computational capabilities and
applications of GPUs. However, this trend has also led to a dramatic increase in their power …

GPUWattch: Enabling energy optimizations in GPGPUs

J Leng, T Hetherington, A ElTantawy, S Gilani… - ACM SIGARCH …, 2013 - dl.acm.org
General-purpose GPUs (GPGPUs) are becoming prevalent in mainstream computing, and
performance per watt has emerged as a more crucial evaluation metric than peak …

Scheduling techniques for GPU architectures with processing-in-memory capabilities

A Pattnaik, X Tang, A Jog, O Kayiran… - Proceedings of the …, 2016 - dl.acm.org
Processing data in or near memory (PIM), as opposed to in conventional computational units
in a processor, can greatly alleviate the performance and energy penalties of data transfers …

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

MA Hoque, M Siekkinen, KN Khan, Y **ao… - 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 …

A simplified and accurate model of power-performance efficiency on emergent GPU architectures

S Song, C Su, B Rountree… - 2013 IEEE 27th …, 2013 - ieeexplore.ieee.org
Emergent heterogeneous systems must be optimized for both power and performance at
exascale. Massive parallelism combined with complex memory hierarchies form a barrier to …

Understanding GPU power: A survey of profiling, modeling, and simulation methods

RA Bridges, N Imam, TM Mintz - ACM Computing Surveys (CSUR), 2016 - dl.acm.org
Modern graphics processing units (GPUs) have complex architectures that admit
exceptional performance and energy efficiency for high-throughput applications. Although …

A survey of power and energy predictive models in HPC systems and applications

K O'brien, I Pietri, R Reddy, A Lastovetsky… - ACM Computing …, 2017 - dl.acm.org
Power and energy efficiency are now critical concerns in extreme-scale high-performance
scientific computing. Many extreme-scale computing systems today (for example: Top500) …

A comparative study of methods for measurement of energy of computing

M Fahad, A Shahid, RR Manumachu, A Lastovetsky - Energies, 2019 - mdpi.com
Energy of computing is a serious environmental concern and mitigating it is an important
technological challenge. Accurate measurement of energy consumption during an …

[HTML][HTML] A survey and measurement study of GPU DVFS on energy conservation

X Mei, Q Wang, X Chu - Digital Communications and Networks, 2017 - Elsevier
Energy efficiency has become one of the top design criteria for current computing systems.
The dynamic voltage and frequency scaling (DVFS) has been widely adopted by laptop …