Title :
Implementation of real coded Genetic Algorithms using FPGA technology
Author :
Ben Ameur, Mohamed Sadek ; Sakly, A. ; Mtibaa, Abdellatif
Author_Institution :
Lab. of Electron. & Microelectron., Univ. of Monastir, Monastir, Tunisia
Abstract :
The design presented in this paper is a Genetic Algorithm (GA) written in Vhsic Hardware Description Language (VHDL) and intended for a hardware implementation which is used for real time applications. The hardware implementation exploits the reprogrammability of certain types of Field-Programmable Gate Arrays (FPGAs) like those from Xilinx and provides a good optimization using all kinds of parallelism that allows the exploitation of several promising areas of the solution space at the same time. GAs are a family of computational models inspired by evolution allowing the optimization of many problems related to digital solution, econometrics and finance. These algorithms encode a potential solution to a specific problem on a simple chromosome like data structure and apply recombination operators to these structures to preserve critical information.
Keywords :
field programmable gate arrays; genetic algorithms; hardware description languages; parallel algorithms; FPGA; Vhsic hardware description language; chromosome; computational model; evolutionary computation; field programmable gate array; hardware implementation; optimization; real coded genetic algorithm; Biological cells; Encoding; Field programmable gate arrays; Genetic algorithms; Hardware; Sociology; Statistics;
Conference_Titel :
Systems, Signals & Devices (SSD), 2013 10th International Multi-Conference on
Conference_Location :
Hammamet
Print_ISBN :
978-1-4673-6459-1
Electronic_ISBN :
978-1-4673-6458-4
DOI :
10.1109/SSD.2013.6564150