Implementation of Genetic Algorithm in Polarization Control System

Name: Implementation of Genetic Algorithm in Polarization Control System
Brand: LAP Lambert Academic Publishing
SKU: 9786137379875
Price: 132.94 PLN
Availability: InStock

Autor: Ghazaleh Mamdoohi

Język:

Oprawa: Miękka

Wydawca: LAP Lambert Academic Publishing

Dostępność: Dostępna u dostawcy

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In this study, a polarization control system with an embedded genetic algorithm has been developed....

Informacje o książce

Autor

Ghazaleh Mamdoohi

Język

Angielski

Oprawa

Książka - Miękka

Data wydania

2018

strony

EAN

9786137379875

Enbook ID

19064513

Wydawca

LAP Lambert Academic Publishing

Waga

131

Wymiary

150 x 220 x 5

Pełny opis

In this study, a polarization control system with an embedded genetic algorithm has been developed. The objective is to implement endless and accurate control with adaptive characteristic. To achieve this, Genetic Algorithm is used which consumes low size of memory besides providing high speed. To have an economic system, the PIC32MX microcontroller with 72 MHz speed is chosen. Throughout this study different genetic parameters have been examined to determine best genetic parameters for achieving the fastest execution time. The best genetic parameters which are population size, selection method, crossover probability and mutation probability are defined as 8×16 matrix, tournament method, 0.7 and 0.01 respectively. Referring to the earlier designs , this structures performs better with good flexibility and speed due to the genetic algorithm. Truly endless and adaptive operation is confirmed and this system is able to stabilize the polarization changes in 17 µs and 300 µs in the best and the worst case respectively. Apart from adaptive operation, this solution is also more economic in comparison to the FPGA solution with Look-Up-Table.

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