农夫狼羊菜过河问题Python
时间: 2024-10-22 12:00:18 浏览: 38
农夫、狼、羊和菜过河问题是经典的计算机科学问题,也称为“吃人问题”或“四色问题”的变体。它描述了一个场景:一个农夫需要带着一只狼、一只羊和一棵菜过河,但是农夫每次只能带一样东西过河。如果农夫不在场,狼会吃羊,羊会吃菜。问题是找出一种安全的方法让它们全部过河。
在Python中解决这个问题通常通过递归回溯算法,也就是所谓的“搜索树”或“状态空间搜索”。程序会遍历所有可能的状态,并尝试每种状态下农夫可以带哪些物品过河,然后检查是否满足条件,如果找到可行的方案就记录下来。
这是一个简化版的伪代码:
```python
def cross_the_river(items, farmer=None, wolf=None, sheep=None, cabbage=None, riverbank):
# 初始化所有元素在起始岸上
if not any([farmer, wolf, sheep, cabbage]):
return [items, "Start"]
# 检查当前状态是否允许过河
if (wolf and not farmer) or (sheep and wolf) or (cabbage and sheep):
return None # 状态无效
# 构造所有可能的转移
for item in items:
if farmer and item != wolf and item != sheep and item != cabbage:
# 过河并更新状态
new_items = items.copy()
new_items.remove(item)
new_farmer_side = {item: riverbank}
next_state = cross_the_river(new_items, item, wolf, sheep, cabbage, True if riverbank == False else False)
if next_state:
yield next_state + [new_farmer_side]
elif (not farmer and item == wolf) or (not farmer and item == sheep) or (not farmer and item == cabbage):
# 农夫独自过河
new_items = items.copy()
new_farmer_side = {item: riverbank}
next_state = cross_the_river(new_items, farmer, item, sheep, cabbage, True)
if next_state:
yield next_state + [new_farmer_side]
# 示例用法
solutions = list(cross_the_river(['wolf', 'sheep', 'cabbage'], farmer=True))
```
阅读全文