Answered step by step
Verified Expert Solution
Link Copied!

Question

1 Approved Answer

Task 1 ) Fitness Functions Use MATLAB script to program the following fitness functions. These functions are for minimisation problems and will be used to

Task 1) Fitness Functions Use MATLAB script to program the following fitness functions. These functions are for minimisation problems and will be used to validate the performance of optimisation algorithms. For all the above functions, set D=10. Task 2) Design a Genetic Algorithm Write a Matlab code for a Genetic Algorithm. The following operators should be used Selection operator: Tournament selection Crossover operator: Whole arithmetic crossover Mutation operator: Uniform mutation Other parameter settings: Set total number of generations Tmax=100. Set population size N=50. Set offspring population size M=100. Set the intermediate population in the mating pool 100. Set the total number of iteration 1000. Test the Genetic Algorithm against the four fitness functions in Task 1. Repeat every optimisation process for 20 times and show the average performance (fitness value). Change the selection operator to Proportional Selection and re-run all the previous optimisation experiments. Compare the result with the initial one and comment on it. Change the crossover operator to Simple-point arithmetic crossover and re-run all the optimisation experiments. Compare the result with the initial one and comment on it. Please answer both tasks fully with every part of the matlab script included.

Step by Step Solution

There are 3 Steps involved in it

Step: 1

blur-text-image

Get Instant Access to Expert-Tailored Solutions

See step-by-step solutions with expert insights and AI powered tools for academic success

Step: 2

blur-text-image_2

Step: 3

blur-text-image_3

Ace Your Homework with AI

Get the answers you need in no time with our AI-driven, step-by-step assistance

Get Started

Recommended Textbook for

Concepts of Database Management

Authors: Philip J. Pratt, Joseph J. Adamski

7th edition

978-1111825911, 1111825912, 978-1133684374, 1133684378, 978-111182591

More Books

Students also viewed these Databases questions

Question

What are the need and importance of training ?

Answered: 1 week ago

Question

What is job rotation ?

Answered: 1 week ago