在matlab中,基于角度优先的围捕策略,实现6机器人围捕3目标的任务,保证目标一直在机器人视角内,以角度设置围捕标志。在目标被围捕后,围捕该目标的机器人组留下一个机器人看守,其余机器人继续围捕尚未完成围捕的目标。绘制出围捕过程
时间: 2023-09-08 20:09:48 浏览: 122
这个任务可以使用MATLAB中的Robotics System Toolbox来实现。我们可以使用ROS(Robot Operating System)来模拟机器人和目标,并在MATLAB中控制机器人和目标的运动。
首先,我们需要定义机器人和目标的初始位置,以及围捕半径和视角。然后,我们可以创建ROS节点并将机器人和目标添加到ROS网络中。
接下来,我们可以使用ROS订阅器来获取机器人和目标的位置,并计算机器人到目标的距离和方位角。如果目标在机器人的视角内并且距离小于围捕半径,则机器人将开始围捕目标。
一旦机器人围捕了目标,围捕该目标的机器人组将有一个机器人留下来看守,其余机器人将继续围捕尚未完成围捕的目标。我们可以使用一个列表来跟踪哪些目标被围捕,哪些机器人正在围捕每个目标,并且哪些机器人留下来看守。
最后,我们可以使用MATLAB绘图工具箱来绘制机器人和目标的运动轨迹,以及围捕过程。
以下是一个简单的MATLAB代码示例,演示了如何实现这个任务:
```matlab
% Define initial positions of robots and targets
robot_pos = [0 0; 1 1; -1 -1; 2 -2; -2 2; 3 3];
target_pos = [-1 0; 2 1; -3 -2];
% Define capture radius and field of view angle
capture_radius = 0.5;
fov_angle = pi/2;
% Create ROS node
rosinit
% Add robots to ROS network
for i = 1:size(robot_pos, 1)
ros_robot(i) = rosdevice('/robot' + string(i), 'ROSNodeName', 'robot' + string(i));
ros_robot(i).addPublisher('/robot' + string(i) + '/cmd_vel', 'geometry_msgs/Twist');
ros_robot(i).addSubscriber('/robot' + string(i) + '/pose', 'geometry_msgs/Pose');
end
% Add targets to ROS network
for i = 1:size(target_pos, 1)
ros_target(i) = rosdevice('/target' + string(i), 'ROSNodeName', 'target' + string(i));
ros_target(i).addPublisher('/target' + string(i) + '/cmd_vel', 'geometry_msgs/Twist');
ros_target(i).addSubscriber('/target' + string(i) + '/pose', 'geometry_msgs/Pose');
end
% Initialize list of captured targets and capturing robots
captured_targets = zeros(size(target_pos, 1), 1);
capturing_robots = zeros(size(target_pos, 1), 1);
% Define main loop
while ~all(captured_targets)
% Get current robot and target positions
robot_pos_list = zeros(size(robot_pos));
target_pos_list = zeros(size(target_pos));
for i = 1:size(robot_pos, 1)
robot_pos_list(i,:) = ros_robot(i).LatestMessage.Position;
end
for i = 1:size(target_pos, 1)
target_pos_list(i,:) = ros_target(i).LatestMessage.Position;
end
% Check which targets are not yet captured
uncaptured_targets = find(~captured_targets);
% Loop over each robot
for i = 1:size(robot_pos, 1)
% Calculate distances and angles to each target
dist = vecnorm(robot_pos_list(i,:) - target_pos_list, 2, 2);
angle = atan2(target_pos_list(:,2) - robot_pos_list(i,2), target_pos_list(:,1) - robot_pos_list(i,1));
% Check if any targets are in robot's field of view and within capture radius
in_fov = abs(angle - robot_pos_list(i,3)) < fov_angle/2;
in_capture_radius = dist < capture_radius;
valid_targets = uncaptured_targets(in_fov & in_capture_radius);
% If there are valid targets, select the closest one and start capturing it
if ~isempty(valid_targets)
closest_target = valid_targets(vecnorm(target_pos_list(valid_targets,:) - robot_pos_list(i,1:2), 2, 2) == min(vecnorm(target_pos_list(valid_targets,:) - robot_pos_list(i,1:2), 2, 2)));
capturing_robots(closest_target) = [capturing_robots(closest_target); i];
end
end
% Loop over each target
for i = 1:size(target_pos, 1)
% If target is being captured, check if enough robots are present
if ~isempty(capturing_robots(i))
if length(capturing_robots(i,:)) == 1
% If only one robot is capturing target, leave a robot to guard it and continue capturing
guarding_robot = capturing_robots(i);
capturing_robots(i) = [];
capturing_robots(i,:) = guarding_robot;
else
% If multiple robots are capturing target, continue capturing
continue
end
end
% If target is not being captured, move target randomly
msg = rosmessage('geometry_msgs/Twist');
msg.Linear.X = rand()*2 - 1;
msg.Angular.Z = rand()*2*pi - pi;
ros_target(i).send(msg);
end
% Loop over each robot
for i = 1:size(robot_pos, 1)
% If robot is capturing a target, move towards it
capturing_target = find(capturing_robots == i);
if ~isempty(capturing_target)
msg = rosmessage('geometry_msgs/Twist');
msg.Linear.X = capture_radius/2; % move at half the capture radius per second
angle_to_target = atan2(target_pos_list(capturing_target,2) - robot_pos_list(i,2), target_pos_list(capturing_target,1) - robot_pos_list(i,1));
msg.Angular.Z = angle_to_target - robot_pos_list(i,3);
ros_robot(i).send(msg);
else
% If robot is not capturing a target, move randomly
msg = rosmessage('geometry_msgs/Twist');
msg.Linear.X = rand()*2 - 1;
msg.Angular.Z = rand()*2*pi - pi;
ros_robot(i).send(msg);
end
end
% Check if any targets have been captured
for i = 1:size(capturing_robots, 1)
if length(capturing_robots(i,:)) >= 2
captured_targets(i) = 1;
end
end
% Pause for visualization
pause(0.1)
end
% Plot robot and target trajectories
figure
hold on
for i = 1:size(robot_pos, 1)
plot(ros_robot(i).PoseHistory(:,1), ros_robot(i).PoseHistory(:,2), 'LineWidth', 2)
end
for i = 1:size(target_pos, 1)
plot(ros_target(i).PoseHistory(:,1), ros_target(i).PoseHistory(:,2), 'LineWidth', 2)
end
axis equal
```
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