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 …
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 …
exceptional performance and energy efficiency for high-throughput applications. Although …
[HTML][HTML] Estimation of energy consumption in machine learning
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 …
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
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 …
uses built-in battery voltage sensors and knowledge of battery discharge behavior to monitor …
Autofl: Enabling heterogeneity-aware energy efficient federated learning
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 …
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 …
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 …
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
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 …
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 …
proper analysis of these files can lead to useful information about various aspects of each …
Full-system power analysis and modeling for server environments
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 …
density computer systems, have created a growing demand for better power management in …