四叉树分解Python
时间: 2023-11-19 19:50:55 浏览: 185
四叉树是一种常用的数据结构,用于将二维空间划分为四个象限,并在每个象限中递归地存储数据。以下是一个简单的 Python 实现:
```python
class QuadTree:
def __init__(self, boundary, capacity=4):
self.boundary = boundary
self.capacity = capacity
self.points = []
self.divided = False
def insert(self, point):
if not self.boundary.contains(point):
return False
if len(self.points) < self.capacity:
self.points.append(point)
return True
else:
if not self.divided:
self.subdivide()
if self.northeast.insert(point):
return True
elif self.northwest.insert(point):
return True
elif self.southeast.insert(point):
return True
elif self.southwest.insert(point):
return True
def subdivide(self):
x = self.boundary.x
y = self.boundary.y
w = self.boundary.w / 2
h = self.boundary.h / 2
ne = Rectangle(x + w, y - h, w, h)
self.northeast = QuadTree(ne, self.capacity)
nw = Rectangle(x - w, y - h, w, h)
self.northwest = QuadTree(nw, self.capacity)
se = Rectangle(x + w, y + h, w, h)
self.southeast = QuadTree(se, self.capacity)
sw = Rectangle(x - w, y + h, w, h)
self.southwest = QuadTree(sw, self.capacity)
self.divided = True
class Rectangle:
def __init__(self, x, y, w, h):
self.x = x
self.y = y
self.w = w
self.h = h
def contains(self, point):
return (point.x >= self.x - self.w and
point.x <= self.x + self.w and
point.y >= self.y - self.h and
point.y <= self.y + self.h)
```
其中,`QuadTree` 类表示四叉树,`Rectangle` 类表示二维空间中的矩形区域。`QuadTree` 类中的 `insert` 方法用于向四叉树中插入一个点,`subdivide` 方法用于将当前节点分成四个子节点。
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