[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 …
How to measure energy consumption in machine learning algorithms
Abstract Machine learning algorithms are responsible for a significant amount of
computations. These computations are increasing with the advancements in different …
computations. These computations are increasing with the advancements in different …
Energy modeling of software for a hardware multithreaded embedded microprocessor
This article examines a hardware multithreaded microprocessor and discusses the impact
such an architecture has on existing software energy modeling techniques. A framework is …
such an architecture has on existing software energy modeling techniques. A framework is …
[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 …
computing, power consumption of systems and devices has become the most prevalent …
Energy transparency for deeply embedded programs
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 …
hardware up to software, through the different system layers. Such transparency can enable …
[BOOK][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 …
estimation at Electronic System Level as a research assistant of Professor Leupers at the …
Techniques to measure, model, and manage power
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 …
of vast compute resources. The energy costs of operating these resources coupled with …
Processor power estimation techniques: a survey
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 …
constraint in processors. Increased power dissipation along with the resultant rise in die …
Revisiting the linear programming framework for leakage power vs. performance optimization
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 …
multiple knobs such as multi-L gate footprint-compatible libraries and post-layout L gate …
[PDF][PDF] A precise high-level power consumption model for embedded systems software
The increasing demand for portable computing has elevated power consumption to be one
of the most critical embedded systems design parameters. In this paper, we present a …
of the most critical embedded systems design parameters. In this paper, we present a …