missionaries and cannibals problem state space representation

[1] The missionaries and cannibals problem is a well-known toy problem in artificial intelligence, where it was used by Saul Amarel as an example of problem representation. [1], In 2020, controversy surrounding the racist themes in a cartoon about the problem led the AQA exam board to withdraw a text book containing the problem. The five possible actions (1,0,1, 2,0,1, 0,1,1, 0,2,1, and 1,1,1) are then subtracted from the initial state, with the result forming children nodes of the root. If the boat holds 2 people, then 2 couples require 5 trips; with 4 or more couples, the problem has no solution. As mentioned previously, this solution to the jealous husbands problem will become a solution to the missionaries and cannibals problem upon replacing men by missionaries and women by cannibals. [1],p.74. And, in some variations, one of the cannibals has only one arm and cannot row. The missionaries and cannibals problem, and the closely related jealous husbands problem, are classic river-crossing logic puzzles. Actions are represented using vector subtraction/addition to manipulate the state vector. If however, only one man can get out of the boat at a time and husbands must be on the shore to count as with his wife as opposed to just being in the boat at the shore: move 5 to 6 is impossible, for as soon as has stepped out b on the shore won't be with her husband, despite him being just in the boat. [1], In the jealous husbands problem, the missionaries and cannibals become three married couples, with the constraint that no woman can be in the presence of another man unless her husband is also present. The initial state . not in the presence of any men on the shore), then this puzzle can be solved in 9 one-way trips: An obvious generalization is to vary the number of jealous couples (or missionaries and cannibals), the capacity of the boat, or both. In Alcuin's formulation the couples are brothers and sisters, but the constraint is still the sameno woman can be in the company of another man unless her brother is present. The state would reflect that there are still three missionaries and two cannibals on the wrong side, and that the boat is now on the opposite bank. For instance, if a lone cannibal crossed the river, the vector 0,1,1 would be subtracted from the state to yield 3,2,0. The algorithm continues alternating subtraction and addition for each level of the tree until a node is generated with the vector 0,0,0 as its value. [4],p.296. Since the boat and all of the missionaries and cannibals start on the wrong side, the vector is initialized to 3,3,1. Any node that has more cannibals than missionaries on either bank is in an invalid state, and is therefore removed from further consideration. [2][3], In the missionaries and cannibals problem, three missionaries and three cannibals must cross a river using a boat which can carry at most two people, under the constraint that, for both banks, if there are missionaries present on the bank, they cannot be outnumbered by cannibals (if they were, the cannibals would eat the missionaries). The solution just given is still shortest, and is one of four shortest solutions.[5]. The problem was later put in the form of masters and valets; the formulation with missionaries and cannibals did not appear until the end of the 19th century. The earliest solution known to the jealous husbands problem, using 11 one-way trips, is as follows. Therefore, upon changing men to missionaries and women to cannibals, any solution to the jealous husbands problem will also become a solution to the missionaries and cannibals problem.[1]. 2c represents the action of two cannibals crossing the river. [1],p.79. For each of these remaining nodes, children nodes are generated by adding each of the possible action vectors. Arrows in figure 1 represent state transitions and are labelled with actions, e.g. If the jealous couples are replaced by missionaries and cannibals, the number of trips required does not change if crossings from bank to bank are not allowed; if they are however the number of trips decreases to 4n1, assuming that n is at least 3. If crossings from bank to bank are not allowed, then 8n6 one-way trips are required to ferry n couples across the river;[1],p.76 if they are allowed, then 4n+1 trips are required if n exceeds 4, although a minimal solution requires only 16 trips if n equals 4. [4],pp. [8], Last edited on 22 December 2021, at 08:39, "On representations of problems of reasoning about actions", "Exam board AQA approved GCSE book with image of cannibals cooking white missionary", https://en.wikipedia.org/w/index.php?title=Missionaries_and_cannibals_problem&oldid=1061540557, This page was last edited on 22 December 2021, at 08:39. This is the goal state, and the path from the root of the tree to this node represents a sequence of actions that solves the problem. From the 13th to the 15th century, the problem became known throughout Northern Europe, with the couples now being husbands and wives. [6] If the boat can hold 3 people, then up to 5 couples can cross; if the boat can hold 4 people, any number of couples can cross. A system for solving the Missionaries and Cannibals problem whereby the current state is represented by a simple vector m, c, b. If an island is added in the middle of the river, then any number of couples can cross using a two-person boat. The first known appearance of the jealous husbands problem is in the medieval text Propositiones ad Acuendos Juvenes, usually attributed to Alcuin (died 804). [1],p.81. The married couples are represented as (male) and a (female), and b, and and c.[4],p.291. Cadet de Fontenay considered placing an island in the middle of the river in 1879; this variant of the problem, with a two-person boat, was completely solved by Ian Pressman and David Singmaster in 1989. To fully solve the problem, a simple tree is formed with the initial state as the root. The boat cannot cross the river by itself with no people on board. Figure 1: Search-space for the Missionaries and Cannibals problem. [1] The missionaries and cannibals problem is a well-known toy problem in artificial intelligence, where it was used by Saul Amarel as an example of problem representation. The goal state is effectively a mirror image of the initial state. [4],p.291. In this case we may neglect the individual identities of the missionaries and cannibals. Modeling Challenge : Missionaries and Cannibals State Space Problem Solver Problem: Three missionaries and three cannibals, along with one boat that fits at most two people ( and requires at least one for operation), are on the left bank of a river. [1],p.81 Varying the number of couples and the size of the boat was considered at the beginning of the 16th century. Under this constraint, there cannot be both women and men present on a bank with women outnumbering men, since if there were, these women would be without their husbands. The missionaries and cannibals problem, and the closely related jealous husbands problem, are classic river-crossing logic puzzles. The valid children nodes generated would be 3,2,0, 3,1,0, and 2,2,0. A simple graph-theory approach to analyzing and solving these generalizations was given by Fraley, Cooke, and Detrick in 1966.[7]. The most salient thing about missionaries and cannibals in "cohabitation" is that if ever The vector's elements represent the number of missionaries, cannibals, and whether the boat is on the wrong side, respectively. The complete search space is shown in figure 1. [4],p.300. If a woman in the boat at the shore (but not on the shore) counts as being by herself (i.e. This is a shortest solution to the problem, but is not the only shortest solution. [2] [3] 291293. Manipulate the state to yield 3,2,0 c, b the boat at the shore counts. 1: Search-space for the missionaries and cannibals problem, and is therefore removed from further consideration for! Adding each of these remaining nodes, children nodes generated would be 3,2,0,,... And all of the missionaries and cannibals problem trips, is as follows a two-person boat state transitions are... 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missionaries and cannibals problem state space representation