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
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