Embedded genetic algorithm for low-power, low-cost, and low-size-memory devices

被引:3
|
作者
Medeiros, Denis R. da S. [1 ]
Torquato, Matheus F. [2 ]
Fernandes, Marcelo A. C. [1 ,3 ,4 ]
机构
[1] Univ Fed Rio Grande do Norte, nPITI IMD, Lab Machine Learning & Intelligent Instrumentat, Natal, RN, Brazil
[2] Swansea Univ, Coll Engn, Swansea, W Glam, Wales
[3] Fed Univ Rio Grande do Norte UFRN, Dept Comp Engn & Automat, Natal, RN, Brazil
[4] Harvard Univ, John A Paulson Sch Engn & Appl Sci, Cambridge, MA 02138 USA
关键词
embedded system; genetic algorithms; low-cost; low-power; low-size-memory; microcontrollers; IMPLEMENTATION;
D O I
10.1002/eng2.12231
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This work proposes a strategy to create an embedded genetic algorithms (GAs) for low-power, low-cost, and low-size-memory devices. This strategy aims to provide the means of GAs to run as a low-cost and low-power consumption embedded system, where microcontrollers (mu Cs) are commonly used. The implementation details are presented, emphasizing the limitations and restrictions imposed to turn it more compact and efficient. In addition, data related to the algorithm effectiveness, processing time, and memory consumption were obtained from simulations, oscilloscope measurements, and using the hardware-in-loop technique. Finally, this implementation is compared with other implementation from the literature and the results show that 8-bits mu Cs can run GAs for several practical applications.
引用
收藏
页数:28
相关论文
共 50 条
  • [21] A proposal of low-cost and low-power embedded wireless image sensor node for IoT applications
    Tresanchez, M.
    Pujol, A.
    Palleja, T.
    Martinez, D.
    Clotet, E.
    Palacin, J.
    15TH INTERNATIONAL CONFERENCE ON MOBILE SYSTEMS AND PERVASIVE COMPUTING (MOBISPC 2018) / THE 13TH INTERNATIONAL CONFERENCE ON FUTURE NETWORKS AND COMMUNICATIONS (FNC-2018) / AFFILIATED WORKSHOPS, 2018, 134 : 99 - 106
  • [22] Low-Power Testing for Low-Power Devices
    Wen, Xiaoqing
    2010 IEEE 25TH INTERNATIONAL SYMPOSIUM ON DEFECT AND FAULT TOLERANCE IN VLSI SYSTEMS (DFT 2010), 2010, : 261 - 261
  • [23] CNN hardware acceleration on a low-power and low-cost APSoC
    Meloni, Paolo
    Garufi, Antonio
    Deriu, Gianfranco
    Carreras, Marco
    Loi, Daniela
    2019 CONFERENCE ON DESIGN AND ARCHITECTURES FOR SIGNAL AND IMAGE PROCESSING (DASIP), 2019, : 7 - 12
  • [24] A LOW-POWER, LOW-COST AUTOMOTIVE TOUCHSCREEN WITH REAL CONTROLS
    Bender, Marc
    Lawford, Mark
    2011 24TH CANADIAN CONFERENCE ON ELECTRICAL AND COMPUTER ENGINEERING (CCECE), 2011, : 1416 - 1419
  • [25] A simple, low-cost and low-power switch architecture for NoCs
    Nazm-Bojnordi, M
    Semsarzadeh, M
    Banaiyan, A
    Afzali-Kusha, A
    17TH ICM 2005: 2005 INTERNATIONAL CONFERENCE ON MICROELECTRONICS, PROCEEDINGS, 2005, : 194 - 197
  • [26] INKJET PRINTED COLORIMETRIC AMMONIA SENSOR ON PLASTIC FOIL FOR LOW-COST AND LOW-POWER DEVICES
    Courbat, Jerome
    Linder, Michael
    Dottori, Maxime
    Briand, Danick
    Woellenstein, Juergen
    de Rooij, Nico F.
    MEMS 2010: 23RD IEEE INTERNATIONAL CONFERENCE ON MICRO ELECTRO MECHANICAL SYSTEMS, TECHNICAL DIGEST, 2010, : 883 - 886
  • [27] Low-power and low-cost implementation of SVMs for smart sensors
    Boni, Andrea
    Pianegiani, Fernando
    Petri, Dario
    IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2007, 56 (01) : 39 - 44
  • [28] A low-power, low-cost bipolar GPS receiver chip
    Murphy, AM
    Tsutsumi, S
    Gaussen, P
    IEEE JOURNAL OF SOLID-STATE CIRCUITS, 1997, 32 (04) : 587 - 591
  • [29] Scaled LTPS TFTs for Low-Cost Low-Power Applications
    Kim, Soo Youn
    Baytok, Selin
    Roy, Kaushik
    2011 12TH INTERNATIONAL SYMPOSIUM ON QUALITY ELECTRONIC DESIGN (ISQED), 2011, : 745 - 750
  • [30] A Capacitive Humidity Sensor for Low-cost Low-power Application
    Wu, Xiang
    Deng, Fangming
    MECHATRONICS ENGINEERING, COMPUTING AND INFORMATION TECHNOLOGY, 2014, 556-562 : 1847 - 1851