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COMP3702 Assignment 1: Search in BeeBot

创建日期：2024-08-24 14:57:05

所属分类：计算机computer science

标签： COMP3702

Search in BeeBot

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COMP3702 Assignment 1: Search in BeeBot
The BeeBot AI Environment
You have been tasked with developing a search algorithm for automatically controlling BeeBot, a Bee
which operates in a hexagonal environment, and has the capability to push, pull and rotate honey ‘Widgets’
in order to reposition them to target honeycomb locations. To aid you in this task, we have provided
support code for the BeeBot environment which you will interface with to develop your solution at https:
//github.com/comp3702/2024-Assignment-1-Support-Code. To optimally solve a level, your AI agent
must efficiently find a sequence of actions so that every Target honeycomb cell is occupied by part of a
Widget, while incurring the minimum possible action cost.
Levels in BeeBot are composed of a Hexagonal grid of cells, where each cell contains a character representing
the cell type. An example game level is shown in Figure 1.
Figure 1: Example game level of BeeBot, showing character-based and GUI visualiser representations

Environment representation
Hexagonal Grid
The environment is represented by a hexagonal grid. Each cell of the hex grid is indexed by (row, column)
coordinates. The hex grid is indexed top to bottom, left to right. That is, the top left corner has coordinates
(0, 0) and the bottom right corner has coordinates (nrows − 1, ncols − 1). Even numbered columns (starting
from zero) are in the top half of the row, and odd numbered columns are in the bottom half of the row. An
example is shown in Figure 2.
____ ____
/ \ / \
/row 0 \____/row 0 \____ ...
\col 0 / \col 2 / \
\____/row 0 \____/row 0 \ ...
/ \col 1 / \col 3 /
/row 1 \____/row 1 \____/ ...
\col 0 / \col 2 / \
\____/row 1 \____/row 1 \ ...
\col 1 / \col 3 /
... \____/ ... \____/
... ...
Figure 2: Example hexagonal grid showing the order that rows and columns are indexed
Two cells in the hex grid are considered adjacent if they share an edge. For each non-border cell, there are 6
adjacent cells.
The BeeBot Agent and its Actions
The BeeBot Bee occupies a single cell in the hex grid. In the visualisation, the Bee is represented by the
cell marked with the character ‘R’ (or the Bee in the graphical visualiser). The side of the cell marked with
‘*’ (or the arrow in the graphical visualiser) represents the front of the Bee. The state of the Bee is defined
by its (row, column) coordinates and its orientation (i.e. the direction its front side is pointing towards).
At each time step, the agent is prompted to select an action. The Bee has 4 available actions:
• Forward → move to the adjacent cell in the direction of the front of the Bee (keeping the same
orientation)
• Reverse→ move to the adjacent cell in the opposite direction to the front of the Bee (keeping the same
orientation)
• Spin Left → rotate left (relative to the Bee’s front, i.e. counterclockwise) by 60 degrees (staying in the
same cell)
• Spin Right → rotate right (i.e. clockwise) by 60 degrees (staying in the same cell)
The Bee is equipped with a gripper on its front side which allows it to manipulate honey Widgets. When the
Bee is positioned with its front side adjacent to a honey Widget, performing the ‘Forward’ action will result in
the Widget being pushed, while performing the ‘Reverse’ action will result in the honey Widget being pulled.
Action Costs
Each action has an associated cost, representing the amount of energy used by performing that action.
If the Bee moves without pushing or pulling a honey widget, the cost of the action is given by a base action
cost, ACTION_BASE_COST[a] where ‘a’ is the action that was performed.
If the Bee pushes or pulls a honey widget, an additional cost of ACTION_PUSH_COST[a] is added on top, so
the total cost is ACTION_BASE_COST[a] + ACTION_PUSH_COST[a].
The costs are detailed in the constants.py file of the support code:
ACTION_BASE_COST = {FORWARD: 1.0, REVERSE: 1.0, SPIN_LEFT: 0.1, SPIN_RIGHT: 0.1}
ACTION_PUSH_COST = {FORWARD: 0.8, REVERSE: 0.5, SPIN_LEFT: 0.0, SPIN_RIGHT: 0.0}

Obstacles
Some cells in the hex grid are obstacles. In the visualisation, these cells are filled with the character ‘X’
(represented as black cells in the graphical visualiser). Any action which causes the Bee or any part of a
honey Widget to enter an obstacle cell is invalid (i.e. results in collision). The outside boundary of the hex
grid behaves in the same way as an obstacle.
Widgets
Honey Widgets are objects which occupy multiple cells of the hexagonal grid, and can be rotated and translated
by the BeeBot Bee. The state of each honey widget is defined by its centre position (row, column)
coordinates and its orientation. Honey Widgets have rotational symmetries - orientations which are rotationally
symmetric are considered to be the same.
In the visualisation, each honey Widget in the environment is assigned a unique letter ‘a’, ‘b’, ‘c’, etc. Cells
which are occupied by a honey Widget are marked with the letter assigned to that Widget (surrounded by
round brackets). The centre position of the honey Widget is marked by the uppercase version of the letter,
while all other cells occupied by the widget are marked with the lowercase.
Three honey widget types are possible, called Widget3, Widget4 and Widget5, where the trailing number
denotes the number of cells occupied by the honey Widget. The shapes of these three honey Widget types
and each of their possible orientations are shown in Figures 3 to 5 below.

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