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 …

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 …

[HTML][HTML] Estimation of energy consumption in machine learning

E García-Martín, CF Rodrigues, G Riley… - Journal of Parallel and …, 2019 - Elsevier
Energy consumption has been widely studied in the computer architecture field for decades.
While the adoption of energy as a metric in machine learning is emerging, the majority of …

Accurate online power estimation and automatic battery behavior based power model generation for smartphones

L Zhang, B Tiwana, Z Qian, Z Wang, RP Dick… - Proceedings of the …, 2010 - dl.acm.org
This paper describes PowerBooter, an automated power model construction technique that
uses built-in battery voltage sensors and knowledge of battery discharge behavior to monitor …

Autofl: Enabling heterogeneity-aware energy efficient federated learning

YG Kim, CJ Wu - MICRO-54: 54th Annual IEEE/ACM International …, 2021 - dl.acm.org
Federated learning enables a cluster of decentralized mobile devices at the edge to
collaboratively train a shared machine learning model, while keeping all the raw training …

Single-ISA heterogeneous multi-core architectures: The potential for processor power reduction

R Kumar, KI Farkas, NP Jouppi… - … . 36th Annual IEEE …, 2003 - ieeexplore.ieee.org
This paper proposes and evaluates single-ISA heterogeneous multi-core architectures as a
mechanism to reduce processor power dissipation. Our design incorporates heterogeneous …

Runtime power monitoring in high-end processors: Methodology and empirical data

C Isci, M Martonosi - Proceedings. 36th Annual IEEE/ACM …, 2003 - ieeexplore.ieee.org
With power dissipation becoming an increasingly vexing problem across many classes of
computer systems, measuring power dissipation of real, running systems has become …

Into the wild: studying real user activity patterns to guide power optimizations for mobile architectures

A Shye, B Scholbrock, G Memik - Proceedings of the 42nd annual IEEE …, 2009 - dl.acm.org
As the market for mobile architectures continues its rapid growth, it has become increasingly
important to understand and optimize the power consumption of these battery-driven …

Performance evaluation of cloud-based log file analysis with Apache Hadoop and Apache Spark

I Mavridis, H Karatza - Journal of Systems and Software, 2017 - Elsevier
Log files are generated in many different formats by a plethora of devices and software. The
proper analysis of these files can lead to useful information about various aspects of each …

Full-system power analysis and modeling for server environments

D Economou, S Rivoire, C Kozyrakis, P Ranganathan - 2006 - sonoma-dspace.calstate.edu
The increasing costs of power delivery and cooling, as well as the trend toward higher-
density computer systems, have created a growing demand for better power management in …