在matlab中实现一个仿真任务,该任务实现基于角度优先的多机器人围捕,每个目标安排三个机器人围捕,共有五个机器人。设置好围捕标志,当目标被围捕后,目标停止运动,留下一个机器人看守,其余机器人继续围捕剩余目标。
时间: 2024-05-12 16:15:03 浏览: 41
以下是一个基于角度优先的多机器人围捕的matlab仿真任务的实现:
1. 首先,我们需要在matlab中创建一个模拟环境,包括机器人和目标。我们可以使用matlab Robotics System Toolbox中的Robot Simulator工具箱来创建一个简单的模拟环境。
2. 接下来,我们需要实现一个角度优先的多机器人围捕算法。该算法基于以下步骤:
- 所有机器人都移动到最近的目标的位置。
- 对于每个目标,选择一个机器人作为看守,其余机器人按照角度优先原则绕目标移动。
- 如果一个目标被围捕,停止该目标的移动,留下一个机器人看守,并将剩余的机器人分配到其他目标。
- 重复以上步骤,直到所有目标都被围捕。
3. 最后,我们可以使用matlab中的图形化界面来显示仿真结果,并进行可视化分析。
以下是一个可能的matlab代码实现(仅供参考):
```matlab
% 创建一个简单的模拟环境
robotRadius = 0.1;
robot1 = ExampleHelperRobotSimulator('simpleMap');
robot1.enableLaser(false);
robot1.setRobotSize(robotRadius);
robot2 = ExampleHelperRobotSimulator('simpleMap');
robot2.enableLaser(false);
robot2.setRobotSize(robotRadius);
robot3 = ExampleHelperRobotSimulator('simpleMap');
robot3.enableLaser(false);
robot3.setRobotSize(robotRadius);
robot4 = ExampleHelperRobotSimulator('simpleMap');
robot4.enableLaser(false);
robot4.setRobotSize(robotRadius);
robot5 = ExampleHelperRobotSimulator('simpleMap');
robot5.enableLaser(false);
robot5.setRobotSize(robotRadius);
target1 = ExampleHelperRobotSimulator('simpleMap', 'HasLaserSensor', false);
target1.setRobotSize(robotRadius);
target2 = ExampleHelperRobotSimulator('simpleMap', 'HasLaserSensor', false);
target2.setRobotSize(robotRadius);
target3 = ExampleHelperRobotSimulator('simpleMap', 'HasLaserSensor', false);
target3.setRobotSize(robotRadius);
% 初始化机器人和目标的位置和速度
robot1CurrentPose = robot1.getRobotPose();
robot1GoalPose = robot1CurrentPose;
robot1Speed = 0.2;
robot2CurrentPose = robot2.getRobotPose();
robot2GoalPose = robot2CurrentPose;
robot2Speed = 0.2;
robot3CurrentPose = robot3.getRobotPose();
robot3GoalPose = robot3CurrentPose;
robot3Speed = 0.2;
robot4CurrentPose = robot4.getRobotPose();
robot4GoalPose = robot4CurrentPose;
robot4Speed = 0.2;
robot5CurrentPose = robot5.getRobotPose();
robot5GoalPose = robot5CurrentPose;
robot5Speed = 0.2;
target1CurrentPose = target1.getRobotPose();
target1Speed = 0.1;
target2CurrentPose = target2.getRobotPose();
target2Speed = 0.1;
target3CurrentPose = target3.getRobotPose();
target3Speed = 0.1;
robots = {robot1, robot2, robot3, robot4, robot5};
targets = {target1, target2, target3};
% 开始仿真
while true
% 移动机器人到最近的目标
for i = 1:length(robots)
distances = zeros(length(targets), 1);
for j = 1:length(targets)
distances(j) = norm(robots{i}.getRobotPose() - targets{j}.getRobotPose());
end
[minDist, minIndex] = min(distances);
robots{i}.setRobotPose(robots{i}.getRobotPose() + robot1Speed * (targets{minIndex}.getRobotPose() - robots{i}.getRobotPose()) / minDist);
end
% 对于每个目标,选择一个机器人作为看守,其余机器人按照角度优先原则绕目标移动
for i = 1:length(targets)
distances = zeros(length(robots), 1);
for j = 1:length(robots)
distances(j) = norm(robots{j}.getRobotPose() - targets{i}.getRobotPose());
end
[sortedDistances, sortedIndices] = sort(distances);
guardIndex = sortedIndices(1);
guardPose = robots{guardIndex}.getRobotPose();
for j = 2:length(sortedIndices)
robotIndex = sortedIndices(j);
robotPose = robots{robotIndex}.getRobotPose();
angleDiff = atan2(robotPose(2) - guardPose(2), robotPose(1) - guardPose(1)) - atan2(targets{i}.getRobotPose(2) - guardPose(2), targets{i}.getRobotPose(1) - guardPose(1));
if angleDiff > pi
angleDiff = angleDiff - 2 * pi;
elseif angleDiff < -pi
angleDiff = angleDiff + 2 * pi;
end
if abs(angleDiff) > pi / 2
robots{robotIndex}.setRobotPose(robotPose + robot1Speed * (guardPose - robotPose) / norm(guardPose - robotPose));
else
robots{robotIndex}.setRobotPose(robotPose + robot1Speed * (targets{i}.getRobotPose() - robotPose) / sortedDistances(j));
end
end
end
% 如果一个目标被围捕,停止该目标的移动,留下一个机器人看守,并将剩余的机器人分配到其他目标
for i = 1:length(targets)
if ~(targets{i}.UserData.isCaptured)
distances = zeros(length(robots), 1);
for j = 1:length(robots)
distances(j) = norm(robots{j}.getRobotPose() - targets{i}.getRobotPose());
end
[minDist, minIndex] = min(distances);
if minDist <= robotRadius
targets{i}.UserData.isCaptured = true;
robots{minIndex}.UserData.isGuarding = true;
robots{minIndex}.UserData.guardingTarget = i;
for j = 1:length(targets)
if j ~= i
distances = zeros(length(robots), 1);
for k = 1:length(robots)
distances(k) = norm(robots{k}.getRobotPose() - targets{j}.getRobotPose());
end
[sortedDistances, sortedIndices] = sort(distances);
for k = 1:length(sortedIndices)
robotIndex = sortedIndices(k);
if ~(robots{robotIndex}.UserData.isGuarding) && ~(robots{robotIndex}.UserData.isAssigned)
robots{robotIndex}.UserData.isAssigned = true;
robots{robotIndex}.UserData.assignedTarget = j;
break;
end
end
end
end
end
end
end
% 如果所有目标都被围捕,结束仿真
allCaptured = true;
for i = 1:length(targets)
if ~(targets{i}.UserData.isCaptured)
allCaptured = false;
break;
end
end
if allCaptured
break;
end
% 更新机器人和目标的位置和速度
robot1CurrentPose = robot1.getRobotPose();
robot2CurrentPose = robot2.getRobotPose();
robot3CurrentPose = robot3.getRobotPose();
robot4CurrentPose = robot4.getRobotPose();
robot5CurrentPose = robot5.getRobotPose();
target1CurrentPose = target1.getRobotPose();
target2CurrentPose = target2.getRobotPose();
target3CurrentPose = target3.getRobotPose();
robot1GoalPose = robot1CurrentPose + robot1Speed * (robot1GoalPose - robot1CurrentPose) / norm(robot1GoalPose - robot1CurrentPose);
robot2GoalPose = robot2CurrentPose + robot2Speed * (robot2GoalPose - robot2CurrentPose) / norm(robot2GoalPose - robot2CurrentPose);
robot3GoalPose = robot3CurrentPose + robot3Speed * (robot3GoalPose - robot3CurrentPose) / norm(robot3GoalPose - robot3CurrentPose);
robot4GoalPose = robot4CurrentPose + robot4Speed * (robot4GoalPose - robot4CurrentPose) / norm(robot4GoalPose - robot4CurrentPose);
robot5GoalPose = robot5CurrentPose + robot5Speed * (robot5GoalPose - robot5CurrentPose) / norm(robot5GoalPose - robot5CurrentPose);
target1CurrentPose = target1CurrentPose + target1Speed * ([0.5; 0.5] - target1CurrentPose) / norm([0.5; 0.5] - target1CurrentPose);
target2CurrentPose = target2CurrentPose + target2Speed * ([0.5; -0.5] - target2CurrentPose) / norm([0.5; -0.5] - target2CurrentPose);
target3CurrentPose = target3CurrentPose + target3Speed * ([-0.5; 0.5] - target3CurrentPose) / norm([-0.5; 0.5] - target3CurrentPose);
robot1.setRobotPose(robot1GoalPose);
robot2.setRobotPose(robot2GoalPose);
robot3.setRobotPose(robot3GoalPose);
robot4.setRobotPose(robot4GoalPose);
robot5.setRobotPose(robot5GoalPose);
target1.setRobotPose(target1CurrentPose);
target2.setRobotPose(target2CurrentPose);
target3.setRobotPose(target3CurrentPose);
% 显示仿真结果
figure(1);
clf;
hold on;
xlim([-1, 1]);
ylim([-1, 1]);
for i = 1:length(robots)
pose = robots{i}.getRobotPose();
plot(pose(1), pose(2), 'bo');
if robots{i}.UserData.isGuarding
targetIndex = robots{i}.UserData.guardingTarget;
plot(targets{targetIndex}.getRobotPose(1), targets{targetIndex}.getRobotPose(2), 'r*');
elseif robots{i}.UserData.isAssigned
targetIndex = robots{i}.UserData.assignedTarget;
plot(targets{targetIndex}.getRobotPose(1), targets{targetIndex}.getRobotPose(2), 'gx');
end
end
for i = 1:length(targets)
if ~(targets{i}.UserData.isCaptured)
pose = targets{i}.getRobotPose();
plot(pose(1), pose(2), 'rs');
end
end
hold off;
drawnow;
end
```
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