matlab 生成八叉树
时间: 2023-10-24 15:22:29 浏览: 207
以下是使用Matlab生成八叉树的示例代码:
```
% 生成八叉树的递归函数
function tree = create_octree(data, range, threshold)
% 判断当前范围内的数据是否满足分割条件
if numel(data) <= threshold || isequal(range(1,:), range(2,:))
tree = struct('data', data, 'range', range, 'isLeaf', true);
else
% 将当前范围分割成8个子范围
mid = (range(1,:) + range(2,:)) / 2;
subranges = [
range(1,:) mid;
mid+eps range(2,:);
range(1,:) + [mid(1)-range(1,1) 0 0] [mid(2:3)-range(1,2:3)];
range(1,:) + [0 mid(2)-range(1,2) 0] [mid(1)-range(1,1) mid(3)-range(1,3)];
range(1,:) + [0 0 mid(3)-range(1,3)] [mid(1:2)-range(1,1:2)];
range(1,:) + [mid(1)-range(1,1) mid(2:3)-range(1,2:3)];
range(1,:) + [mid(1:2)-range(1,1:2) mid(3)-range(1,3)];
mid [range(2,2:3)-mid(2:3)] [range(2,1)-mid(1)]
];
% 对8个子范围递归调用本函数
for i = 1:size(subranges, 1)
indices = find(all(bsxfun(@ge, data, subranges(i,1:3)), 2) & all(bsxfun(@le, data, subranges(i,4:6)), 2));
if ~isempty(indices)
tree.subtrees{i} = create_octree(data(indices,:), subranges(i,:), threshold);
else
tree.subtrees{i} = struct('data', [], 'range', subranges(i,:), 'isLeaf', true);
end
end
tree.isLeaf = false;
end
end
```
该函数将输入数据分割成8个子范围,并递归调用自身来生成子树。如果当前范围内的数据量小于等于阈值,则将当前节点标记为叶节点。最终返回生成的八叉树结构体。
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