Logo

I. Mathematical Expression:

$$f(X)=\left(x_1-x_2\right)^2+\sin\left(x_1\right) \cdot e^{\displaystyle\left[1-\cos\left(x_2\right)\right]^2}+\cos\left(x_2\right) \cdot e^{\displaystyle\left[1-\sin\left(x_1\right)\right]^2}$$

where:

\(\bullet\) \(-2\pi\leq x_i\leq 2\pi\) , \(i=1,2\)

\(\bullet\) It has two global minimum: \(f_{min}(X^*)=-106.7645367198034\)

\(\bullet\) \(x^*_i \approx \left(4.701055751981055,3.152946019601391\right),\left(-1.582142172055011,-3.130246799635430\right)\)

 

II. Citation Policy:

If you publish material based on databases obtained from this repository, then, in your acknowledgments, please note the assistance you received by using this repository. This will help others to obtain the same data sets and replicate your experiments. We suggest the following pseudo-APA reference format for referring to this repository:

Ali R. Al-Roomi (2015). Unconstrained Single-Objective Benchmark Functions Repository [https://www.al-roomi.org/benchmarks/unconstrained]. Halifax, Nova Scotia, Canada: Dalhousie University, Electrical and Computer Engineering.

Here is a BiBTeX citation as well:

@MISC{Al-Roomi2015,
author = {Ali R. Al-Roomi},
title = {{Unconstrained Single-Objective Benchmark Functions Repository}},
year = {2015},
address = {Halifax, Nova Scotia, Canada},
institution = {Dalhousie University, Electrical and Computer Engineering},
url = {https://www.al-roomi.org/benchmarks/unconstrained}
}

 

III. 2&3D-Plots:

 

IV. Controllable 3D Model:

- In case you want to adjust the rendering mode, camera position, background color or/and 3D measurement tool, please check the following link

- In case you face any problem to run this model on your internet browser (it does not work on mobile phones), please check the following link

 

V. MATLAB M-File:

% Bird Function
% Range of initial points: -2*pi <= xj <= 2*pi , j=1,2
% It has two global minimum: (x1,x2)=(4.701055751981055,3.152946019601391),(-1.582142172055011,-3.130246799635430)
% f(x1,x2)=-106.7645367198034
% Coded by: Ali R. Alroomi | Last Update: 24 March 2015 | www.al-roomi.org

clear
clc
warning off
   
x1min=-2*pi;
x1max=2*pi;
x2min=-2*pi;
x2max=2*pi;
R=1500; % steps resolution
x1=x1min:(x1max-x1min)/R:x1max;
x2=x2min:(x2max-x2min)/R:x2max;  
   
for j=1:length(x1)
   
    for i=1:length(x2)
        f(i)=(x1(j)-x2(i)).^2+exp((1-sin(x1(j))).^2)*cos(x2(i))+exp((1-cos(x2(i))).^2)*sin(x1(j));
    end
   
    f_tot(j,:)=f;

end

figure(1)
meshc(x1,x2,f_tot);colorbar;set(gca,'FontSize',12);
xlabel('x_2','FontName','Times','FontSize',20,'FontAngle','italic');
set(get(gca,'xlabel'),'rotation',25,'VerticalAlignment','bottom');
ylabel('x_1','FontName','Times','FontSize',20,'FontAngle','italic');
set(get(gca,'ylabel'),'rotation',-25,'VerticalAlignment','bottom');
zlabel('f(X)','FontName','Times','FontSize',20,'FontAngle','italic');
title('3D View','FontName','Times','FontSize',24,'FontWeight','bold');

figure(2)
mesh(x1,x2,f_tot);view(0,90);colorbar;set(gca,'FontSize',12);
xlabel('x_2','FontName','Times','FontSize',20,'FontAngle','italic');
ylabel('x_1','FontName','Times','FontSize',20,'FontAngle','italic');
zlabel('f(X)','FontName','Times','FontSize',20,'FontAngle','italic');
title('X-Y Plane View','FontName','Times','FontSize',24,'FontWeight','bold');

figure(3)
mesh(x1,x2,f_tot);view(90,0);colorbar;set(gca,'FontSize',12);
xlabel('x_2','FontName','Times','FontSize',20,'FontAngle','italic');
ylabel('x_1','FontName','Times','FontSize',20,'FontAngle','italic');
zlabel('f(X)','FontName','Times','FontSize',20,'FontAngle','italic');
title('X-Z Plane View','FontName','Times','FontSize',24,'FontWeight','bold');

figure(4)
mesh(x1,x2,f_tot);view(0,0);colorbar;set(gca,'FontSize',12);
xlabel('x_2','FontName','Times','FontSize',20,'FontAngle','italic');
ylabel('x_1','FontName','Times','FontSize',20,'FontAngle','italic');
zlabel('f(X)','FontName','Times','FontSize',20,'FontAngle','italic');
title('Y-Z Plane View','FontName','Times','FontSize',24,'FontWeight','bold');

Click here to download m-file

 

VI. References:

[1] C. A. G. Santos, P. K. M. M. Freire, and S. K. Mishra, "Cuckoo Search via Levy Flights for Optimization of a Physically-Based Runoff-Erosion Model," Journal of Urban and Environmental Engineering, vol. 6, no. 2, pp. 123-131, Dec. 2012.
[2] S. Mishra, "Some New Test Functions for Global Optimization and Performance of Repulsive Particle Swarm Method," Shillong, India, Aug. 2006. [Online]. Available: http://mpra.ub.uni-muenchen.de/2718/1/MPRA paper 2718.pdf
[3] A. Gavana, "Test Functions Index," Feb. 2013, [Accessed April 01, 2013]. [Online]. Available: http://infinity77.net/global_optimization/test_functions.html
[4] Ali R. Alroomi, "The Farm of Unconstrained Benchmark Functions," University of Bahrain, Electrical and Electronics Department, Bahrain, Oct. 2013. [Online]. Available: http://www.al-roomi.org/cv/publications

Template Design © Joomla Templates | GavickPro. All rights reserved.