Difference between revisions of "User:Zeracles/Starmap/Minimal Spanning Tree"
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− | Also downloadable [http://www.physics.usyd.edu.au/~asmith/files/sc1/ | + | =Jarnik/Prim's Algorithm= |
− | + | Also downloadable [http://www.physics.usyd.edu.au/~asmith/files/sc1/MST_JarnikPrim.m here] | |
− | |||
% minimal spannng tree in matlab | % minimal spannng tree in matlab | ||
+ | % Jarnik/Prim's algorithm - runs pretty slowly for any more than 50 input points | ||
% see http://www.star-control.com/forum/index.php/topic,1660.msg33938.html#msg33938 | % see http://www.star-control.com/forum/index.php/topic,1660.msg33938.html#msg33938 | ||
% by Anthony Smith (Zeracles) | % by Anthony Smith (Zeracles) |
Revision as of 14:16, 14 February 2010
Jarnik/Prim's Algorithm
Also downloadable here
% minimal spannng tree in matlab % Jarnik/Prim's algorithm - runs pretty slowly for any more than 50 input points % see http://www.star-control.com/forum/index.php/topic,1660.msg33938.html#msg33938 % by Anthony Smith (Zeracles) % astroant@hotmail.com load('inputpositions') remainingpositions=inputpositions; % detect input properties and set up index sizeremainingpositions=size(remainingpositions); lengthremainingpositions=sizeremainingpositions(1); dimensions=sizeremainingpositions(2); index=transpose(linspace(1,lengthremainingpositions,lengthremainingpositions)); remainingpositionxs=remainingpositions(:,1); remainingpositionys=remainingpositions(:,2); if dimensions>2 remainingpositionzs=remainingpositions(:,3); end % initialise search parameters minx=min(remainingpositionxs); maxx=max(remainingpositionxs); xextent=minx*maxx; miny=min(remainingpositionys); maxy=max(remainingpositionys); yextent=miny*maxy; if dimensions>2 minz=min(remainingpositionzs); maxz=max(remainingpositionzs); zextent=minz*maxz; end if dimensions==2 measure=xextent*yextent; localmeasure=measure/lengthremainingpositions; searchincrement=((10*localmeasure)/pi)^(1/2); end if dimensions==3 measure=xextent*yextent*zextent; localmeasure=measure/lengthremainingpositions; searchincrement=((10*localmeasure)/(4/3)/pi)^(1/3); end % initialise with a seed point seedindex=1; maskvector=zeros(lengthremainingpositions,1); maskvector(seedindex)=1; remainingpositionxs=remainingpositionxs(find(maskvector==0)); remainingpositionys=remainingpositionys(find(maskvector==0)); if dimensions>2 remainingpositionzs=remainingpositionzs(find(maskvector==0)); end remainingpositionindices=index(find(maskvector==0)); lengthremainingpositions=lengthremainingpositions-1; treeindices=index(seedindex,:); lengthtreepositions=1; branches=[]; while lengthremainingpositions>0 % keep going until nothing remains unlinked to the tree (the ``remainingpositions") mindistances=[]; for i=linspace(1,lengthtreepositions,lengthtreepositions) % search around each of the tree positions for remainingpositions % retrieve coordinates of a tree position treepositionx=inputpositions(treeindices(i),1); treepositiony=inputpositions(treeindices(i),2); if dimensions>2 treepositionz=inputpositions(treeindices(i),3); end treeindex=treeindices(i); occupiedbox=0; searchfactor=1; while occupiedbox==0 % search for remainingpositions inside a box that grows until some are found boxradius=searchfactor*searchincrement; boxminx=treepositionx-boxradius; boxmaxx=treepositionx+boxradius; boxminy=treepositiony-boxradius; boxmaxy=treepositiony+boxradius; if dimensions>2 boxminz=treepositionz-boxradius; boxmaxz=treepositionz+boxradius; end if dimensions==2 closerremainingmask=(boxminx<=remainingpositionxs).*(remainingpositionxs<=boxmaxx).*(boxminy<=remainingpositionys).*(remainingpositionys<=boxmaxy); end if dimensions==3 closerremainingmask=(boxminx<=remainingpositionxs).*(remainingpositionxs<=boxmaxx).*(boxminy<=remainingpositionys).*(remainingpositionys<=boxmaxy).*(boxminz<=remainingpositionzs).*(remainingpositionzs<=boxmaxz); end mindistancecandidates=[]; mindistancecandidateindices=[]; if sum(closerremainingmask)>0 % if there are remainingpositions inside the box, calculate the actual distances to them for k=find(closerremainingmask==1) branchcandidatex=remainingpositionxs(k); branchcandidatey=remainingpositionys(k); if dimensions>2 branchcandidatez=remainingpositionzs(k); end branchcandidateindex=remainingpositionindices(k); % set up to remember the index of each prospective link destination if dimensions==2 mindistancecandidate=((branchcandidatex-treepositionx).^2+(branchcandidatey-treepositiony).^2).^(1/2); end if dimensions==3 mindistancecandidate=((branchcandidatex-treepositionx).^2+(branchcandidatey-treepositiony).^2+(branchcandidatez-treepositionz).^2).^(1/2); end if mindistancecandidate<=boxradius mindistancecandidates=[mindistancecandidates;mindistancecandidate]; mindistancecandidateindices=[mindistancecandidateindices;branchcandidateindex]; end end end if numel(mindistancecandidates)>0 mindistance=[min(mindistancecandidates),treeindex,mindistancecandidateindices(find(mindistancecandidates==min(mindistancecandidates)))]; % minimum distances carry the indices of the prospective link destination mindistances=[mindistances;mindistance]; occupiedbox=1; end searchfactor=searchfactor+1; % make the search box bigger end end branchdistance=min(mindistances(:,1)); branchindex=find(branchdistance==mindistances(:,1)); numberbranchcandidates=numel(branchindex); if numberbranchcandidates>1 % if there's a tie for minimum length branchindex=branchindex(ceil(numberbranchcandidates*rand(1))); end % add this branch to the tree branch=mindistances(branchindex,:); branches=[branches;branch]; % add that location to the tree treeindices=[treeindices;branch(3)]; lengthtreepositions=lengthtreepositions+1; % remove that location from the remainingpositions remainingmask=ones(lengthremainingpositions,1); removed=find(remainingpositionindices==branch(3)); remainingmask(removed)=0; remainingpositionindices=remainingpositionindices(find(remainingmask)); remainingpositionxs=remainingpositionxs(find(remainingmask)); remainingpositionys=remainingpositionys(find(remainingmask)); if dimensions>2 remainingpositionzs=remainingpositionzs(find(remainingmask)); end lengthremainingpositions=lengthremainingpositions-1; end save('branches','branches') % for plotting sizebranches=size(branches); numberofbranches=sizebranches(1); figure hold on box on plot(inputpositions(:,1),inputpositions(:,2),'k.') for i=linspace(1,numberofbranches,numberofbranches) startindex=branches(i,2); finishindex=branches(i,3); startx=inputpositions(startindex,1); starty=inputpositions(startindex,2); finishx=inputpositions(finishindex,1); finishy=inputpositions(finishindex,2); line([startx;finishx],[starty;finishy],'Color','k') end