[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 …

Energy modeling of software for a hardware multithreaded embedded microprocessor

S Kerrison, K Eder - ACM Transactions on Embedded Computing …, 2015 - dl.acm.org
This article examines a hardware multithreaded microprocessor and discusses the impact
such an architecture has on existing software energy modeling techniques. A framework is …

How to measure energy consumption in machine learning algorithms

E García-Martín, N Lavesson, H Grahn… - ECML PKDD 2018 …, 2019 - Springer
Abstract Machine learning algorithms are responsible for a significant amount of
computations. These computations are increasing with the advancements in different …

[PDF][PDF] An instruction level energy characterization of arm processors

E Vasilakis - Foundation of Research and Technology Hellas, Inst …, 2015 - ics.forth.gr
As mobile devices and data-centers expand to cover global needs for services and personal
computing, power consumption of systems and devices has become the most prevalent …

Energy transparency for deeply embedded programs

K Georgiou, S Kerrison, Z Chamski, K Eder - ACM Transactions on …, 2017 - dl.acm.org
Energy transparency is a concept that makes a program's energy consumption visible, from
hardware up to software, through the different system layers. Such transparency can enable …

[图书][B] Power estimation on electronic system level using linear power models

S Schuermans, R Leupers - 2019 - Springer
This book is based on my dissertation. Thus, it presents my work in the area of power
estimation at Electronic System Level as a research assistant of Professor Leupers at the …

Techniques to measure, model, and manage power

B Goel, SA McKee, M Själander - Advances in Computers, 2012 - Elsevier
Society's increasing dependence on information technology has resulted in the deployment
of vast compute resources. The energy costs of operating these resources coupled with …

Processor power estimation techniques: a survey

H Sultan, G Ananthanarayanan… - International Journal of …, 2014 - inderscienceonline.com
Since the end of the nineties, power dissipation has been regarded as a first order design
constraint in processors. Increased power dissipation along with the resultant rise in die …

Revisiting the linear programming framework for leakage power vs. performance optimization

K Jeong, AB Kahng, H Yao - 2009 10th International …, 2009 - ieeexplore.ieee.org
This paper revisits and extends a general linear programming (LP) formulation to exploit
multiple knobs such as multi-L gate footprint-compatible libraries and post-layout L gate …

An emulation-based real-time power profiling unit for embedded software

A Genser, C Bachmann, J Haid… - 2009 International …, 2009 - ieeexplore.ieee.org
The power consumption of battery-powered and energy-scavenging devices has become a
major design metric for embedded systems. Increasingly complex software applications as …