Tuto5_Motion_Planning/buildPRM.m

189 lines
5.9 KiB
Matlab

function [q1q2_valid, obstacles] = buildPRM(L1, L2, nbPoints)
%%%%%%%%%%%%%%%%%%
%function buildPRM(L1, L2, nbPoints)
% ex. buildPRM(2000, 1000, 10)
%
% Inputs:
% -L1: length of the first link (in mm)
% -L2: length of the second link (in mm)
% -nbPoints: the number of valid points in the roadmap
%
% Outputs:
% -q1q2_valid: valid joint configurations [q1, q2]
% -obstacles: array of obstacle structures
%
% author: Guillaume Gibert, guillaume.gibert@ecam.fr
% date: 22/11/2023
%%%%%%%%%%%%%%%%%%
% Initialize variables
q1q2_valid = [];
q1q2_2d = [];
counter = 0;
inner = L1 - L2;
% Define circular obstacles with placeholder values for rectangle fields
circleObstacle1 = struct('type', 'circle', 'center', [1500; 500], 'radius', 400, 'corner', [0; 0], 'width', 0, 'height', 0);
circleObstacle2 = struct('type', 'circle', 'center', [2000; -800], 'radius', 500, 'corner', [0; 0], 'width', 0, 'height', 0);
circleObstacle3 = struct('type', 'circle', 'center', [0; 0], 'radius', inner, 'corner', [0; 0], 'width', 0, 'height', 0);
% Define rectangular obstacles with placeholder values for circle fields
rectObstacle1 = struct('type', 'rectangle', 'corner', [-2000; -2000], 'width', 600, 'height', 1000, 'center', [0; 0], 'radius', 0);
rectObstacle2 = struct('type', 'rectangle', 'corner', [-1000; 1000], 'width', 2000, 'height', 2000, 'center', [0; 0], 'radius', 0);
% Combine all obstacles into an array
obstacles = [circleObstacle1, circleObstacle2, circleObstacle3, rectObstacle1, rectObstacle2];
% creates a figure
figure;
while (size(q1q2_valid, 2) < nbPoints)
% Sample random points within the workspace boundaries
q1 = rand() * 360.0;
q2 = rand() * 360.0;
% Check if the randomly sampled point is within the workspace and not in obstacles
if (q1 >= 0 && q1 <= 360) && (q2 >= 0 && q2 <= 360)
% creates the DH table
theta = [q1; q2];
d = [0; 0];
a = [L1; L2];
alpha = [0; 0];
% computes the FK
wTee = dh2ForwardKinematics(theta, d, a, alpha, 1);
% determines the position of the end-effector
position_ee = wTee(1:2, end);
% Check if the end-effector is not hitting any obstacle
eeHittingObstacle = 0;
inAnyObstacle = false;
for obs = obstacles
if strcmp(obs.type, 'circle') && isPointInCircle(position_ee, obs.center, obs.radius)
inAnyObstacle = true;
break;
elseif strcmp(obs.type, 'rectangle') && isPointInRectangle(position_ee, obs)
inAnyObstacle = true;
break;
end
end
% Store these random values
if (eeHittingObstacle == 0) && (inAnyObstacle == false)
% Store and plot valid points
q1q2_valid = [q1q2_valid theta];
subplot(1, 2, 1);
plot(q1, q2, '+g');
hold on;
subplot(1, 2, 2);
plot(position_ee(1), position_ee(2), '+g');
hold on;
else
% Plot invalid points
subplot(1, 2, 1);
plot(q1, q2, '*r');
hold on;
subplot(1, 2, 2);
plot(position_ee(1), position_ee(2), '*r');
hold on;
end
counter = counter + 1;
end
end
% Display stats
fprintf("%d points were sorted to achieve %d valid points\n", counter, nbPoints);
% add limits, labels, and obstacles to the map
subplot(1, 2, 1);
xlim([0 360]);
ylim([0 360]);
xlabel('q1(deg)');
ylabel('q2(deg)');
title('Joint space');
subplot(1, 2, 2);
drawCircle(0, 0, L1 + L2);
drawCircle(0, 0, L1 - L2);
xlim([-(L1 + L2) (L1 + L2)]);
ylim([-(L1 + L2) (L1 + L2)]);
xlabel('x(mm)');
ylabel('y(mm)');
title('Cartesian space');
% creates a connection map
connectionMap = zeros(nbPoints, nbPoints);
% After generating q1q2_valid but before the plotting section
for i = 1:size(q1q2_valid, 2)
for j = 1:size(q1q2_valid, 2)
if i ~= j
pos1 = dh2ForwardKinematics([q1q2_valid(1, i); q1q2_valid(2, i)], [0; 0], [L1; L2], [0; 0], 1)(1:2, end);
pos2 = dh2ForwardKinematics([q1q2_valid(1, j); q1q2_valid(2, j)], [0; 0], [L1; L2], [0; 0], 1)(1:2, end);
if ~isLineIntersectingObstacle(pos1, pos2, obstacles)
connectionMap(i, j) = 1;
end
end
end
end
% Convert q1q2_valid into 2D Cartesian coordinates
for i = 1:size(q1q2_valid, 2)
pos = dh2ForwardKinematics([q1q2_valid(1, i); q1q2_valid(2, i)], [0; 0], [L1; L2], [0; 0], 1)(1:2, end);
q1q2_2d = [q1q2_2d, pos]; % Append the 2D position
end
% Plotting connections between valid points
for i = 1:size(q1q2_valid, 2)
for j = 1:size(q1q2_valid, 2)
if connectionMap(i, j) == 1
pos1 = dh2ForwardKinematics([q1q2_valid(1, i); q1q2_valid(2, i)], [0; 0], [L1; L2], [0; 0], 1)(1:2, end);
pos2 = dh2ForwardKinematics([q1q2_valid(1, j); q1q2_valid(2, j)], [0; 0], [L1; L2], [0; 0], 1)(1:2, end);
plot([pos1(1), pos2(1)], [pos1(2), pos2(2)], 'g'); % Plot connections
hold on;
end
end
end
% Plotting in Joint Space
subplot(1,2,1);
plot(q1q2_valid(1,:), q1q2_valid(2,:), 'go'); % Plot valid points in green
xlabel('q1 (deg)');
ylabel('q2 (deg)');
title('Joint Space');
% Plotting in Cartesian Space
subplot(1,2,2);
% Plotting obstacles
for i = 1:length(obstacles)
obstacle = obstacles(i);
if strcmp(obstacle.type, 'circle')
% Draw circle obstacle
drawCircle(obstacle.center(1), obstacle.center(2), obstacle.radius);
elseif strcmp(obstacle.type, 'rectangle')
% Draw rectangular obstacle
% Define the rectangle position using [x, y, width, height]
rectPosition = [obstacle.corner(1), obstacle.corner(2), obstacle.width, obstacle.height];
rectangle('Position', rectPosition, 'EdgeColor', 'r', 'LineWidth', 2);
end
end
xlabel('X (mm)');
ylabel('Y (mm)');
title('Cartesian Space');
% Ensure all plots remain visible
hold off;
return;
end