用PDDL实现一个规划问题,一个农夫带着一只狼,一只羊,一颗白菜过河,由于船太小,只能装下农夫和另 一样东西,无人看管时,狼吃羊,羊吃菜,问,怎样才能平安过河?
时间: 2024-06-04 10:12:37 浏览: 162
这个repo包含一个基于PDDL的ROS2规划系统。.zip
问题分析:
该问题需要通过规划算法来解决。首先,我们需要定义问题的状态和操作。问题的状态包括:农夫、狼、羊、白菜和船的位置。同时,为了满足问题的限制条件,我们需要定义操作:农夫单独过河、农夫带狼过河、农夫带羊过河、农夫带白菜过河。
PDDL实现:
我们采用PDDL语言来实现该规划问题。首先,我们定义问题的状态和操作:
(define (problem river-crossing)
(:domain river-crossing)
(:objects farmer wolf goat cabbage left right)
(:init
(at farmer left)
(at wolf left)
(at goat left)
(at cabbage left)
(at boat left)
)
(:goal (and
(at farmer right)
(at wolf right)
(at goat right)
(at cabbage right)
)
)
(:action move-farmer-only
:precondition (and
(at farmer ?from)
(at boat ?from)
)
:effect (and
(not (at farmer ?from))
(at farmer ?to)
(not (at boat ?from))
(at boat ?to)
)
)
(:action move-farmer-wolf
:precondition (and
(at farmer ?from)
(at wolf ?from)
(at boat ?from)
)
:effect (and
(not (at farmer ?from))
(at farmer ?to)
(not (at wolf ?from))
(at wolf ?to)
(not (at boat ?from))
(at boat ?to)
)
)
(:action move-farmer-goat
:precondition (and
(at farmer ?from)
(at goat ?from)
(at boat ?from)
)
:effect (and
(not (at farmer ?from))
(at farmer ?to)
(not (at goat ?from))
(at goat ?to)
(not (at boat ?from))
(at boat ?to)
)
)
(:action move-farmer-cabbage
:precondition (and
(at farmer ?from)
(at cabbage ?from)
(at boat ?from)
)
:effect (and
(not (at farmer ?from))
(at farmer ?to)
(not (at cabbage ?from))
(at cabbage ?to)
(not (at boat ?from))
(at boat ?to)
)
)
)
在上述代码中,我们定义了农夫、狼、羊、白菜和船的位置,以及农夫单独过河、农夫带狼过河、农夫带羊过河、农夫带白菜过河四个操作。其中,每个操作都有一个前提条件和效果。前提条件指操作执行前的状态,效果指操作执行后的状态。
接下来,我们需要定义问题的初始状态和目标状态:
(define (problem river-crossing-1)
(:domain river-crossing)
(:objects farmer wolf goat cabbage left right)
(:init
(at farmer left)
(at wolf left)
(at goat left)
(at cabbage left)
(at boat left)
)
(:goal (and
(at farmer right)
(at wolf right)
(at goat right)
(at cabbage right)
))
)
在上述代码中,我们定义了初始状态,即农夫、狼、羊、白菜和船都在左岸。同时,我们定义了目标状态,即农夫、狼、羊、白菜和船都在右岸。
最后,我们可以使用PDDL Planner等工具来求解该问题。
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