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prm.m
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%*****prm algorithm*****
clc;clear;close all;
figure=imread('..\map\map3.png');
im=rgb2gray(figure);
im(im ~= 0)=255;
imshow(im);
hold on;
title('prm algorithm');
[x,y]=ginput(2);
start=[x(1),y(1)];
goal=[x(2),y(2)];
disp(['start:',num2str(start)]);
disp(['goal:',num2str(goal)]);
plot(start(1),start(2),'mo','MarkerFaceColor','b');
plot(goal(1),goal(2),'rp','MarkerFaceColor','r');
%%
nodesList=[];
startNode.position=start;
startNode.adjecentnodes=[];
startNode.cost=0;
nodesList=[nodesList;startNode];
param.pointNums=100;
param.length=400;
for ii=1:param.pointNums
node.position=[rand*size(im,2),rand*size(im,1)];
node.adjecentnodes=[];
node.cost=inf;
if node.position(1)<2 || node.position(1)>size(im,2)-1 || node.position(2)<2 || node.position(2)>size(im,1)-1
continue;
end
if im(floor(node.position(2))-1,floor(node.position(1))-1)==0 ||...
im(floor(node.position(2))-1,ceil(node.position(1))+1)==0 ||...
im(ceil(node.position(2))+1,floor(node.position(1))-1)==0 ||...
im(ceil(node.position(2))+1,ceil(node.position(1))+1)==0
continue;
end
plot(node.position(1),node.position(2),'go','MarkerFaceColor','g');
%drawnow;
nodesList=[nodesList;node];
end
goalNode.position=goal;
goalNode.adjecentnodes=[];
goalNode.cost=inf;
nodesList=[nodesList;goalNode];
for kk=1:numel(nodesList)-1
for ll=kk+1:numel(nodesList)
if norm(nodesList(kk).position-nodesList(ll).position)<=param.length
checkflag=collisionCheck(im,nodesList(kk),nodesList(ll));
if ~checkflag
continue;
end
nodesList(kk).adjecentnodes=[nodesList(kk).adjecentnodes;nodesList(ll).position];
nodesList(ll).adjecentnodes=[nodesList(kk).position;nodesList(ll).adjecentnodes];
plot([nodesList(kk).position(1),nodesList(ll).position(1)],[nodesList(kk).position(2),nodesList(ll).position(2)],...
'b-','LineWidth',1);
drawnow;
end
end
end
%% use dijkstra to find the path from start to goal
closelist=[];
openlist=[];
nodesList(1).parentPosition=[-1,-1];
openlist=[openlist,nodesList(1)];
findPathFlag=0;
while 1
if ~numel(openlist)
break;
end
minf=inf;
minind=0;
for i=1:numel(openlist)
if minf>openlist(i).cost
minf=openlist(i).cost;
minind=i;
end
end
curNode=openlist(minind);
openlist(minind)=[];
closelist=[closelist;curNode];
for j=1:size(curNode.adjecentnodes,1)
ind=findind(curNode.adjecentnodes(j,:),nodesList);
% already in the closelist
if numel(closelist)
closeflag=0;
for k=1:numel(closelist)
if nodesList(ind).position==closelist(k).position
closeflag=1;
break;
end
end
if closeflag
continue;
end
end
% already in the openlist or not
openind=findind(nodesList(ind).position,openlist);
if openind
if curNode.cost+norm(curNode.position-curNode.adjecentnodes(j,:))<openlist(openind).cost
openlist(openind).cost=curNode.cost+norm(curNode.position-curNode.adjecentnodes(j,:));
continue;
else
continue;
end
end
nodesList(ind).cost=curNode.cost+norm(curNode.position-curNode.adjecentnodes(j,:));
nodesList(ind).parentPosition=curNode.position;
openlist=[openlist;nodesList(ind)];
if curNode.adjecentnodes(j,:)==goal
findPathFlag=1;
closelist=[closelist;nodesList(ind)];
openlist(numel(openlist))=[];
break;
end
end
if findPathFlag
break;
end
end
if ~findPathFlag
disp("fail");
else
disp(['success',num2str(closelist(end).cost)]);
path=[];
pt=closelist(end).position;
path=[path;pt];
while 1
plot([pt(1),closelist(findind(pt,closelist)).parentPosition(1)],[pt(2),closelist(findind(pt,closelist)).parentPosition(2)],...
'r-','LineWidth',2);
pt=closelist(findind(pt,closelist)).parentPosition;
path=[pt;path];
if pt==start
break;
end
end
end
title(['prm algorithm cost: ',num2str(closelist(end).cost)]);
%% find the ind function
function ind=findind(node,nodesList)
ind=0; % if return 0, show that the node isn't in nodesList
for jj=1:numel(nodesList)
if node==nodesList(jj).position
ind=jj;
return;
end
end
end
function flag=collisionCheck(map,node1,node2) %flag==1,collision free
flag=1;
theta=atan2(node2.position(2)-node1.position(2),node2.position(1)-node1.position(1));
if norm(node1.position-node2.position)<=1
flag=1;
return;
end
for i=0:1:norm(node1.position-node2.position)
newPoint=node1.position+[i*cos(theta),i*sin(theta)];
if map(round(newPoint(2)),round(newPoint(1)))==0
flag=0;
return;
end
end
end