Software Listing of Author : "Wesam Elshamy"

This code is a demo of using Genetic Algorithms (GA) to solve a simple constrained multi-objective optimization (MOO) problem. The objective is to find the pareto front of the MOO problem defined as follows: Maximize: f1(X) = 2*x1 + 3*x2 f2(X) = 2/x1 + 1/x2 such that: 10 > x1 > 20 20 > x2 > 30 The set of non-dominated solutions is plotted in the objective space, and displayed in the console.

  • Platform: Matlab, Scripts

This code is an application of GA. It solves the following problem: Draw the largest possible circle in a space of stars without enclosing any of them. The final output is a plot of the stars and the largest possible circle is drawn

  • Platform: Matlab, Scripts

This code finds and plots the Pareto front of the following problem: Find the smallest circle to enclose the largest no. of stars in a the following* space of stars. *a space filled with a randomly positioned stars, so you will not get the same results for two different runs

  • Platform: Matlab, Scripts

An animated simulation of Particles in 2D searching for a global minima of a simple function using Particle Swarm Optimization algorithm

  • Platform: Matlab, Scripts

This code identifies an ARX model of a system using Genetic Algorithms method in a GUI interfcae and compares the identified model with the model generated using the Least Error method. The real system O/P, GA model generated O/p and Least Error model O/P are all compared in a single plot, while the Sum of Absolute Error is calculated and displayed for both models for comparison. GA parameters are initialized with default parameters, but could easily be modified from the GUI interface. The GUI is initialized with a ready I/P and O/P data and ARX orders as well, so you can hit "Estimate Model" to test the code without having to generate I/O data. (you can replace this data with your own)

  • Platform: Matlab, Scripts
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