help in Kmeans modified clustring

2 vues (au cours des 30 derniers jours)
Meriem Ben Kalia
Meriem Ben Kalia le 28 Juin 2020
Commenté : Image Analyst le 29 Juin 2020
Dear experiences,
I am new in Matlab programmation. So I used Kmeans for found the barycenter of UAV with it set of users connected.
My problem I didn't know if this is code is correct or not.
I calculate the Matrix A end Eta in another Function which called "Matching". I use the HPPP and Monte-Carlo simulation to initialisation of the position of users and UAVs.
So in this code, I update the matrix of Association A if the user is associate with drone (A(i,j)==1) then I calculate the position of drone.
Can you help me pleaase and How I show the cluster
function [cluster,center] = Placement(H,B)
global xu yu
%initialisation
e=length(B);
k = e ;%cardinal de B^A
numP = 3 ; %nombre des UAVs
center = zeros(numP, 2);
Xmax=1000; %X entre 0 et Xmax
Ymax=1000; %Y entre 0 et Ymax
y=3;
U=5;
%% Choose k data points as initial centroids
xP = Xmax * rand(1,numP); % position des drones aleatoires
yP = Ymax * rand(1,numP); % position des drones aleatoires
UAVspoints = [xP; yP]; %coordonées des drones
%% Repeat until number of iteration is reached or barycenter is inchangeabale
% init cluster array
cluster=zeros(5,3); % to execute rapidly I supposed we have 5 users and 3 drones
max_iteration=5; % I chose littre number to obtain the result rapedaly
startingTime = tic;
% debut de programme Kmeans
res=0;
iteration=1;
while iteration < max_iteration || res~=1 % boucle pour la convergence de Kmean
fprintf('iteration = %d\n', iteration);
for j=1:e-1
[A,Eta]=Matching(H,B,xP(j),yP(j)); %update de Eta et Association par l'algorithme 1(Matching)
fprintf('j = %d\n', j);
c=0;
c=xP(j); %initialisation %% I take every point what I defined in UAVspoints
b=yP(j);
for i=1:U-1
if A(i,j)==1 && A(i+1,j)==1 % si un utilisateur est associer a une drone alor A(ij)=1
c(j) =i; %je veux obtenir les indices des utilisateurs associés pour chaque drone
% debut de recherche de barycentre (il faut drones prendre sa position au barycentre des utilisateurs connecté a lui )
xP(j)=(xP(j)+xu(i))/length(c);
yP(j)=(yP(j)+yu(i))/length(c);
xP(j+1)=(xP(j+1)+xu(i+1))/length(c);
yP(j+1)=(yP(j+1)+yu(i+1))/length(c);
end
% cette etape pour verifier que la drone est trouvé sa barycentre donc ses coordonnées ne changent pas
%(d'ou sortie de la boucle While)
if xP(j)~= yP(j+1) && yP(j)~=yP(j+1)
res=0;
else res =1;
end
end
center(k, :)=[xP(j); yP(j)];
L=length(c);
cluster(1:L,j) = c';
end
iteration = iteration + 1;
end
end
  5 commentaires
Image Analyst
Image Analyst le 28 Juin 2020
Modifié(e) : Image Analyst le 28 Juin 2020
You have a j loop inside another j loop, and the capitalization of center is not consistent -- Center is different than center. Plus you don't need semicolons after an end statement. I fixed those problems and attached it in case anyone else wants to give it a try. How long is it supposed to take? I ran it for several minutes and it never finished. I got up to iteration 12.
Meriem Ben Kalia
Meriem Ben Kalia le 28 Juin 2020
It supposed to take 2000 iterations or until the positions of drones (UAVs in barycenter ) inchangables in evry cluster

Connectez-vous pour commenter.

Réponses (1)

Image Analyst
Image Analyst le 28 Juin 2020
Hopefully this attached m-file will work for you. I have no idea what it does, and it take a long time per iteration, but at least it runs.
  2 commentaires
Meriem Ben Kalia
Meriem Ben Kalia le 28 Juin 2020
Modifié(e) : Meriem Ben Kalia le 28 Juin 2020
I saw it, it run but unfortunately that's not what I want. :( thank you for your help
Image Analyst
Image Analyst le 29 Juin 2020
Well you wrote the program. I have no idea what it does, but since you do, go ahead and correct the remaining errors.

Connectez-vous pour commenter.

Catégories

En savoir plus sur UAV dans Help Center et File Exchange

Community Treasure Hunt

Find the treasures in MATLAB Central and discover how the community can help you!

Start Hunting!

Translated by