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CM3112 Artificial Intelligence

创建日期：2024-08-10 15:37:04

所属分类：计算机computer science

标签： CM3112

Artificial Intelligence

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CM3112

Artificial Intelligence

Assessment Title: Coursework

This assignment is worth 40% of the total marks available for this module. If coursework is

submitted late (and where there are no extenuating circumstances):

1 If the assessment is submitted no later than 24 hours after the deadline,

the mark for the assessment will be capped at the minimum pass mark;

2 If the assessment is submitted more than 24 hours after the deadline, a

mark of 0 will be given for the assessment.

Submission Instructions

You should submit a single zip file, containing the source code of your implementation of

Task 1 and a PDF version of your answers to Task 2.

Description Type Name

Cover sheet Compulsory One PDF (.pdf) file [student number].pdf

Solution Compulsory One zip file [student number].zip

Any deviation from the submission instructions above (including the number and types of

files submitted) will result in a reduction in marks for the assessment of 5%.

Staff reserve the right to invite students to a meeting to discuss coursework submissions

Assignment

This assignment consists of two tasks. In Task 1, you are required to implement a minimax

computer player for the game Snake, using the java framework that is provided. In Task 2,

you are required to answer a number of questions about an (unseen) pathfinding method

called bidirectional search.

Detailed instructions can be found in the appended description.

Learning Outcomes Assessed

1. Choose and implement an appropriate search method for solving a given problem.

2. Define suitable state spaces and heuristics.

3. Understand the basic techniques for solving problems.

Criteria for assessment

Credit will be awarded against the following criteria.

For the implementation in Task 1:

? [Correctness] Does the code correctly implement the required algorithm?

? [Efficiency] Is the computational complexity of the implementation optimal?

? [Clarity] Is the code clearly structured and easy to understand?

For the questions in Task 2:

? [Correctness] Does the answer demonstrate a solid understanding of the problem?

? [Clarity] Is the answer well-structured and clearly presented?

Marks for Task 1 will be assigned based on the following benchmarks:

1st (70-100%) The code is correct, efficient and clearly structured.

2.1 (60-69%) The code is correct but may be too inefficient to perform well (when

given a fixed time limit).

2.2 (50-59%) The code is largely correct, but also contains some mistakes.

3rd (40-49) A reasonable attempt towards a fully working implementation has been

made, but the code is not finished.

Marks for Task 2 will follow the marking scheme that is provided in the attached detailed

description.

Feedback and suggestion for future learning

Feedback on your coursework will address the above criteria. Feedback and marks will be

returned at the latest on 14 December 2020 via learning central. General feedback on the

coursework will be provided in the subsequent online lecture.

Task 1: Minimax (70 marks)

Getting started

In the snake.zip archive, you will find a basic implementation of a multiplayer version of the

game Snake. In this game, each player has a snake, which moves across a grid (see the screenshot

in Figure 1). The snakes move in turn, one grid cell at a time. The grid also contains a yellow

disc. If a snake ‘eats’ this yellow disc, it will grow in size and a new disc will appear at a randomly

chosen location. If a snake hits another snake or the outer boundary of the grid, it dies. The aim

of the game is to have the longest surviving snake after a given number of steps.

Figure 1: Screenshot of the Snake framework used for the coursework.

Game framework

The main classes of the java framework are:

Snake This class represents an instance of the game, and will repeatedly call the doMove method

of the (remaining) players in turn, until the game is over. This class also contains the main

method.

SnakePlayer An abstract class which contains some code that is common to all types of players.

The method doMove is left abstract.

HumanPlayer An extension of SnakePlayer which allows a human to play the game, using the

keyboard arrows.

RandomPlayer An extension of SnakePlayer which implements a very basic computer player,

making random moves.

AStarPlayer An extension of SnakePlayer which uses the A?

algorithm to choose the move

which gets the snake closest to the yellow disc.

Position Used for representing grid positions in AStarPlayer.

Node Used for representing nodes in AStarPlayer.

GameState This class represents a state of the game.

GameDisplay This class takes care of the visualisation of the game.

To compile the code, from outside the directory that contains the source files, you can use1

javac snake/Snake.java

To run the code you can use:

java snake/Snake

In addition to the provided framework, you are allowed to reuse any code that was provided as

part of this module. However, you are not allowed to use any other existing code or libraries. If

you use any external sources for solving your coursework (e.g. pseudocode from a website), you

should add a comment with a reference to these sources and a brief explanation of how they have

been used. You are allowed to discuss high-level aspects of your solution with other students, but

you should disclose the names of these students in a comment.

Assignment

The objective of this task is to implement a computer player for Snake based on the minimax

algorithm. Particular challenges are the fact that the game involves chance elements (since we

don’t know in advance where the yellow discs will appear) and the fact that this game can be

played with more than two players.

Basic framework. When implementing a multiplayer variant of the minimax algorithm, there

are different assumptions that could be made about how the other players will behave (e.g.

whether they will collaborate to defeat you). In your implementation, you should assume that

each opponent will always play the move that is best for themselves (i.e. they will not collaborate).

[40]

Iterative deepening. In your implementation, you should use iterative deepening to ensure that

your player makes its move within the available time. [10]

Chance nodes. To deal with the uncertainty about where future yellow discs will appear, you will

also need to consider chance nodes. Normally such a chance node would have one child for each

possible position where a yellow disc might appear, which would make the search far too slow. To

address this, you should instead use chance nodes with 5 children, corresponding to 5 randomly

chosen samples of locations where the disc might appear. [10]

Evaluation. You are also expected to carry out an experimental evaluation of your minimaxplayer,

by letting it compete in a four-player game against two instances of AStarPlayer and one

instance of RandomPlayer. You should run this evaluation 20 times and report the number of

times your player has won, in a comment block at the top of the source file of your minimax player.

You should also specify how much time your computer player was given to make each move. Your

submitted code should be set up such that running the main method of snake/Snake.java carries

out this experiment. [10]

1Replace / by \ on Windows.

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