Week 4.1 - Genetic Algorithm
MATLAB to optimise the stalagmite function and find the global maxima of the function
- Write a code in MATLAB to optimise the stalagmite function and find the global maxima of the function.
- Clearly expalin the concept of genetic algorithm in your own words and also explain the syntax for ga in MATLAB in your report.
- Make sure that your code gives the same output, even if it is made to run several times.
- Plot graphs for all 3 studies and for F maximum vs no. of iterations. Title and axes labels are a must, legends could be shown if necessary.
Introduction:- Genetic Algorithm(GA)is a search based optimization technique based on the principles of genetics and natural selection .it is frequently used to find optimal or near-optimal solutions to difficult problems which otherwise would take a lifetime to solve
How the genetic algorithm
the algorithm begin by creating a random initial population
the algorithm then creates a sequence of new populations. At each step, the algorithm uses the individuals in the current generation create the next population
Steps
- defining the search space
- no of itration
- creating a 2D mesh
- evaluating the stalagmite function
- adding the created function
- doing several studies using tic toc command for calculating the itration time
- plotting each studies
THANK YOU