Constructing an Accurate and a High-Performance Power Profiler for Embedded Systems and Smartphones

被引：2

作者：

Djedidi, Oussama ^{[1
]}

Djeziri, Mohand A. ^{[1
]}

M'Sirdi, Nacer K. ^{[1
]}

Naamane, Aziz ^{[1
]}

机构：

[1] Univ Toulon & Var, Aix Marseille Univ, CNRS, LIS,SASV, Marseille, France

来源：

MSWIM'18: PROCEEDINGS OF THE 21ST ACM INTERNATIONAL CONFERENCE ON MODELING, ANALYSIS AND SIMULATION OF WIRELESS AND MOBILE SYSTEMS | 2018年

关键词：

Data fitting; Embedded Systems; Modeling; NARX neural Networks; Power Consumption; Smartphone; MOBILE;

D O I：

10.1145/3242102.3242139

中图分类号：

TP301 [理论、方法];

学科分类号：

081202 ;

摘要：

The main objective of this paper is to present a new accurate power profiler for embedded systems and smartphones. The second objective is, for it, to be a tutorial explaining the main steps to build power profilers for embedded and mobile systems, in general. We start our work by firstly describing the general methodology of building a power profiler. Then, we showcase how each step is undertaken to build a profiler with two power models. The first one was an artificial neural network (called N-2) that presented a lot of noise in its estimation. After debugging and improvement, the second model, a NARX neural network (we call N-3) was built. It eliminated all the drawback of the first model and had a mean absolute percentage error of 2.8%.

引用

页码：79 / 82

页数：4

共 50 条

[21] Modeling of power distribution systems for high-performance microprocessors
Herrell, DJ
Beker, B
IEEE TRANSACTIONS ON ADVANCED PACKAGING, 1999, 22 (03): : 240 - 248
[22] A Survey Of High-performance Computing Approaches in Power Systems
Khaitan, Siddhartha Kumar
2016 IEEE POWER AND ENERGY SOCIETY GENERAL MEETING (PESGM), 2016,
[23] High-performance efficient embedded systems for impedance spectroscopy: Challenges and potentials
Kanoun, Olfa
Kallel, Ahmed Yahia
ELECTROCHIMICA ACTA, 2024, 492
[24] Silicon Interposer with Embedded Microfluidic Cooling for High-Performance Computing Systems
Zheng, Li
Zhang, Yang
Zhang, Xuchen
Bakir, Muhamad S.
2015 IEEE 65TH ELECTRONIC COMPONENTS AND TECHNOLOGY CONFERENCE (ECTC), 2015, : 828 - 832
[25] Observing the Invisible: Live Cache Inspection for High-Performance Embedded Systems
Tarapore, Dharmesh
Roozkhosh, Shahin
Brzozowski, Steven
Mancuso, Renato
IEEE TRANSACTIONS ON COMPUTERS, 2022, 71 (03) : 559 - 572
[26] Constructing high-performance concrete pavements with FHWA HIPERPAV systems analysis software
Rasmussen, Robert Otto
Ruiz, J. Mauricio
Rozycki, Dan K.
McCullough, B. Frank
Transportation Research Record, 2002, (1813) : 11 - 20
[27] Constructing high-performance concrete pavements with FHWA HIPERPAV systems analysis software
Rasmussen, RO
Ruiz, JM
Rozycki, DK
McCullough, BF
CONSTRUCTION 2002: MATERIALS AND CONSTRUCTION, 2002, (1813): : 11 - 20
[28] Methods of Constructing High-performance Distributed Computer-Aided Design Systems
Anisimov, V. I.
Dmitrevich, G. D.
Gridin, V. N.
PROCEEDINGS OF THE XIX IEEE INTERNATIONAL CONFERENCE ON SOFT COMPUTING AND MEASUREMENTS (SCM 2016), 2016, : 412 - 413
[29] A High-Performance Low-Power H.264/AVC Video Decoder Accelerator for Embedded Systems
Kuo, Huang-Chih
Chen, Jian-Wen
Lin, Youn-Long
2009 IEEE/ACM/IFIP 7TH WORKSHOP ON EMBEDDED SYSTEMS FOR REAL-TIME MULTIMEDIA, 2009, : 1 - 8
[30] SMARTpac high-performance embedded servers
不详
AIRCRAFT ENGINEERING AND AEROSPACE TECHNOLOGY, 2005, 77 (04): : 339 - 340

← 1 2 3 4 5 →