三维装箱问题matlab
时间: 2023-10-20 16:16:13 浏览: 121
三维装箱问题是一个NP难问题,通常采用启发式算法来求解。下面是一个简单的基于贪心算法的MATLAB程序,可以实现对一组物品进行三维装箱的最优方案求解。
```MATLAB
clc; clear; close all;
% 输入物品数据,每个物品的长宽高
items = [10 20 30; 20 30 40; 15 25 35; 30 40 50; 25 35 45];
% 输入箱子的长宽高
box = [50 60 70];
% 初始化箱子当前剩余的空间
remain = box;
% 初始化物品的排列顺序
order = 1:size(items, 1);
% 按照体积从大到小对物品进行排序
[~, index] = sort(prod(items, 2), 'descend');
order = order(index);
% 初始化物品的位置和方向
pos = zeros(size(items, 1), 3);
dir = ones(size(items, 1), 3);
% 对每个物品进行放置
for i = 1:size(items, 1)
% 获取当前物品的长宽高
item = items(order(i), :);
% 判断当前物品是否能够放入箱子中
if all(item <= remain)
% 记录当前物品的位置和方向
pos(order(i), :) = box - remain + 1;
dir(order(i), :) = [1 1 1];
% 更新箱子当前剩余的空间
remain = remain - item;
else
% 对当前物品进行旋转,并尝试放入箱子中
for j = 1:3
for k = 1:2
% 对当前物品进行旋转
if j == 1
item = item([2 1 3]);
elseif j == 2
item = item([1 3 2]);
else
item = item([3 2 1]);
end
% 判断当前物品是否能够放入箱子中
if all(item <= remain)
% 记录当前物品的位置和方向
pos(order(i), :) = box - remain + 1;
dir(order(i), :) = [j k 0];
% 更新箱子当前剩余的空间
remain = remain - item;
break;
end
end
% 如果当前物品已经放入箱子中,则退出旋转循环
if all(dir(order(i), :) ~= 1)
break;
end
end
end
end
% 绘制箱子和物品的3D图形
figure;
hold on;
plot3([0 box(1) box(1) 0 0], [0 0 box(2) box(2) 0], [0 0 0 0 0], 'k', 'LineWidth', 2);
plot3([0 box(1) box(1) 0 0], [0 0 box(2) box(2) 0], [0 0 box(3) box(3) 0], 'k', 'LineWidth', 2);
plot3([0 box(1) box(1) 0 0], [0 0 0 0 0], [0 box(3) box(3) 0 0], 'k', 'LineWidth', 2);
for i = 1:size(items, 1)
if all(dir(i, :) == 1)
plot3([pos(i, 1) pos(i, 1) pos(i, 1)+items(i, 1) pos(i, 1)+items(i, 1) pos(i, 1)], ...
[pos(i, 2) pos(i, 2)+items(i, 2) pos(i, 2)+items(i, 2) pos(i, 2) pos(i, 2)], ...
[pos(i, 3) pos(i, 3) pos(i, 3) pos(i, 3) pos(i, 3)], 'r', 'LineWidth', 2);
plot3([pos(i, 1) pos(i, 1)+items(i, 1) pos(i, 1)+items(i, 1) pos(i, 1) pos(i, 1)], ...
[pos(i, 2) pos(i, 2) pos(i, 2)+items(i, 2) pos(i, 2)+items(i, 2) pos(i, 2)], ...
[pos(i, 3) pos(i, 3) pos(i, 3) pos(i, 3) pos(i, 3)], 'g', 'LineWidth', 2);
plot3([pos(i, 1) pos(i, 1)+items(i, 1) pos(i, 1)+items(i, 1) pos(i, 1) pos(i, 1)], ...
[pos(i, 2) pos(i, 2)+items(i, 2) pos(i, 2)+items(i, 2) pos(i, 2) pos(i, 2)], ...
[pos(i, 3)+items(i, 3) pos(i, 3)+items(i, 3) pos(i, 3)+items(i, 3) pos(i, 3)+items(i, 3) pos(i, 3)+items(i, 3)], 'b', 'LineWidth', 2);
else
if dir(i, 1) == 1
plot3([pos(i, 1) pos(i, 1) pos(i, 1)+items(i, 2) pos(i, 1)+items(i, 2) pos(i, 1)], ...
[pos(i, 2) pos(i, 2)+items(i, 1) pos(i, 2)+items(i, 1) pos(i, 2) pos(i, 2)], ...
[pos(i, 3) pos(i, 3) pos(i, 3)], 'r', 'LineWidth', 2);
plot3([pos(i, 1) pos(i, 1)+items(i, 2) pos(i, 1)+items(i, 2) pos(i, 1) pos(i, 1)], ...
[pos(i, 2) pos(i, 2) pos(i, 2)+items(i, 1) pos(i, 2)+items(i, 1) pos(i, 2)], ...
[pos(i, 3) pos(i, 3) pos(i, 3)], 'g', 'LineWidth', 2);
plot3([pos(i, 1) pos(i, 1)+items(i, 2) pos(i, 1)+items(i, 2) pos(i, 1) pos(i, 1)], ...
[pos(i, 2) pos(i, 2)+items(i, 1) pos(i, 2)+items(i, 1) pos(i, 2) pos(i, 2)], ...
[pos(i, 3)+items(i, 3) pos(i, 3)+items(i, 3) pos(i, 3)+items(i, 3) pos(i, 3)+items(i, 3) pos(i, 3)+items(i, 3)], 'b', 'LineWidth', 2);
elseif dir(i, 1) == 2
plot3([pos(i, 1) pos(i, 1) pos(i, 1)+items(i, 3) pos(i, 1)+items(i, 3) pos(i, 1)], ...
[pos(i, 2) pos(i, 2)+items(i, 1) pos(i, 2)+items(i, 1) pos(i, 2) pos(i, 2)], ...
[pos(i, 3) pos(i, 3) pos(i, 3)], 'r', 'LineWidth', 2);
plot3([pos(i, 1) pos(i, 1)+items(i, 3) pos(i, 1)+items(i, 3) pos(i, 1) pos(i, 1)], ...
[pos(i, 2) pos(i, 2) pos(i, 2)+items(i, 1) pos(i, 2)+items(i, 1) pos(i, 2)], ...
[pos(i, 3) pos(i, 3) pos(i, 3)], 'g', 'LineWidth', 2);
plot3([pos(i, 1) pos(i, 1)+items(i, 3) pos(i, 1)+items(i, 3) pos(i, 1) pos(i, 1)], ...
[pos(i, 2) pos(i, 2)+items(i, 1) pos(i, 2)+items(i, 1) pos(i, 2) pos(i, 2)], ...
[pos(i, 3)+items(i, 2) pos(i, 3)+items(i, 2) pos(i, 3)+items(i, 2) pos(i, 3)+items(i, 2) pos(i, 3)+items(i, 2)], 'b', 'LineWidth', 2);
else
plot3([pos(i, 1) pos(i, 1) pos(i, 1)+items(i, 3) pos(i, 1)+items(i, 3) pos(i, 1)], ...
[pos(i, 2) pos(i, 2)+items(i, 2) pos(i, 2)+items(i, 2) pos(i, 2) pos(i, 2)], ...
[pos(i, 3) pos(i, 3) pos(i, 3)], 'r', 'LineWidth', 2);
plot3([pos(i, 1) pos(i, 1)+items(i, 3) pos(i, 1)+items(i, 3) pos(i, 1) pos(i, 1)], ...
[pos(i, 2) pos(i, 2) pos(i, 2)+items(i, 2) pos(i, 2)+items(i, 2) pos(i, 2)], ...
[pos(i, 3) pos(i, 3) pos(i, 3)], 'g', 'LineWidth', 2);
plot3([pos(i, 1) pos(i, 1)+items(i, 3) pos(i, 1)+items(i, 3) pos(i, 1) pos(i, 1)], ...
[pos(i, 2) pos(i, 2)+items(i, 2) pos(i, 2)+items(i, 2) pos(i, 2) pos(i, 2)], ...
[pos(i, 3)+items(i, 1) pos(i, 3)+items(i, 1) pos(i, 3)+items(i, 1) pos(i, 3)+items(i, 1) pos(i, 3)+items(i, 1)], 'b', 'LineWidth', 2);
end
end
end
axis equal;
xlabel('X');
ylabel('Y');
zlabel('Z');
```
在这个程序中,我们首先输入了一组物品的长宽高和箱子的长宽高,然后按照体积从大到小对物品进行排序,接着采用贪心算法对每个物品进行放置,最终得到了最优的装箱方案,并绘制了3D图形。
需要注意的是,这个程序只是一个简单的示例,实际应用中需要根据具体的情况进行修改和优化。
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