这是一个关于这个代码中特定方法的问题,一个简单的机器人' roomba'模拟。我想我理解单位圈和三角形。但是,这三行代码让我感到困惑。在pposition类(提供的代码)中有以下方法:getNewPosition。我对这种方法中的这些代码行感到困惑。
# Compute the change in position
delta_y = speed * math.cos(math.radians(angle))
delta_x = speed * math.sin(math.radians(angle))
我尝试过切换delta_y和delta_x,但是确实模拟的机器人不会跟随它的角度移动,除非代码按原样写入。
根据我目前对trig的理解,我假设要找到y的变化,我应使用math.sin而不是math.cos。我真的很想知道为什么会这样。谢谢。这是完整的工作代码。出于参考目的,此代码位于6.00sc的解决方案集中。
# Problem Set 6: Simulating robots
# Name: SOLUTIONS
# Collaborators:
# Time:
import math
import random
import ps6_visualize
import pylab
# For python 2.6:
##from ps6_verify_movement26 import testRobotMovement
# If you get a "Bad magic number" ImportError, comment out what's above and
# uncomment this line (for python 2.7):
from ps6_verify_movement27 import testRobotMovement
# === Provided class Position
class Position(object):
"""
A Position represents a location in a two-dimensional room.
"""
def __init__(self, x, y):
"""
Initializes a position with coordinates (x, y).
"""
self.x = x
self.y = y
def getX(self):
return self.x
def getY(self):
return self.y
def getNewPosition(self, angle, speed):
"""
Computes and returns the new Position after a single clock-tick has
passed, with this object as the current position, and with the
specified angle and speed.
Does NOT test whether the returned position fits inside the room.
angle: float representing angle in degrees, 0 <= angle < 360
speed: positive float representing speed
Returns: a Position object representing the new position.
"""
old_x, old_y = self.getX(), self.getY()
# Compute the change in position
delta_y = speed * math.cos(math.radians(angle))
delta_x = speed * math.sin(math.radians(angle))
# Add that to the existing position
new_x = old_x + delta_x
new_y = old_y + delta_y
return Position(new_x, new_y)
def __str__(self):
return "(%0.2f, %0.2f)" % (self.x, self.y)
class RobotCollection(object):
"""
A RobotCollection represents a collection of robots in a room. It supports
two operations:
* You can add a robot to the collection with the add method.
* You can iterate over the robots in the collection with
"for robot in rc:". The iteration order is unspecified.
"""
def __init__(self):
"""
Initializes a RobotCollection. The collection is initially empty.
"""
self.robots = []
def add(self, robot):
"""
Add ROBOT to the collection.
robot: a Robot object.
"""
self.robots.append(robot)
def __iter__(self):
"""
Return an iterator over the robots in the collection.
"""
return iter(self.robots)
# === Problem 1
class RectangularRoom(object):
"""
A RectangularRoom represents a rectangular region containing clean or dirty
tiles.
A room has a width and a height and contains (width * height) tiles. At any
particular time, each of these tiles is either clean or dirty.
"""
def __init__(self, width, height):
"""
Initializes a rectangular room with the specified width and height.
Initially, no tiles in the room have been cleaned.
width: an integer > 0
height: an integer > 0
"""
self.width = width
self.height = height
self.tiles = {}
for x in range(self.width):
for y in range(self.height):
self.tiles[(x, y)] = False
def cleanTileAtPosition(self, pos):
"""
Mark the tile under the position POS as cleaned.
Assumes that POS represents a valid position inside this room.
pos: a Position
"""
x = math.floor(pos.getX())
y = math.floor(pos.getY())
self.tiles[(x, y)] = True
def isTileCleaned(self, m, n):
"""
Return True if the tile (m, n) has been cleaned.
Assumes that (m, n) represents a valid tile inside the room.
m: an integer
n: an integer
returns: True if (m, n) is cleaned, False otherwise
"""
return self.tiles[(m, n)]
def getNumTiles(self):
"""
Return the total number of tiles in the room.
returns: an integer
"""
return self.width * self.height
def getNumCleanedTiles(self):
"""
Return the total number of clean tiles in the room.
returns: an integer
"""
return sum(self.tiles.values())
def getRandomPosition(self):
"""
Return a random position inside the room.
returns: a Position object.
"""
return Position(random.random() * self.width,
random.random() * self.height)
def isPositionInRoom(self, pos):
"""
Return True if pos is inside the room.
pos: a Position object.
returns: True if pos is in the room, False otherwise.
"""
return ((0 <= pos.getX() < self.width)
and (0 <= pos.getY() < self.height))
class Robot(object):
"""
Represents a robot cleaning a particular room.
At all times the robot has a particular position and direction in the room.
The robot also has a fixed speed.
Subclasses of Robot should provide movement strategies by implementing
updatePositionAndClean(), which simulates a single time-step.
"""
def __init__(self, room, speed):
"""
Initializes a Robot with the given speed in the specified room. The
robot initially has a random direction and a random position in the
room. The robot cleans the tile it is on.
room: a RectangularRoom object.
speed: a float (speed > 0)
"""
self.room = room
self.speed = speed
self.direction = random.randrange(360)
self.position = self.room.getRandomPosition()
self.room.cleanTileAtPosition(self.position)
def getRobotPosition(self):
"""
Return the position of the robot.
returns: a Position object giving the robot's position.
"""
return self.position
def getRobotDirection(self):
"""
Return the direction of the robot.
returns: an integer d giving the direction of the robot as an angle in
degrees, 0 <= d < 360.
"""
return self.direction
def setRobotPosition(self, position):
"""
Set the position of the robot to POSITION.
position: a Position object.
"""
self.position = position
def setRobotDirection(self, direction):
"""
Set the direction of the robot to DIRECTION.
direction: integer representing an angle in degrees
"""
self.direction = direction
def updatePositionAndClean(self):
"""
Simulate the passage of a single time-step.
Move the robot to a new position and mark the tile it is on as having
been cleaned.
"""
raise NotImplementedError
# === Problem 2
class StandardRobot(Robot):
"""
A StandardRobot is a Robot with the standard movement strategy.
At each time-step, a StandardRobot attempts to move in its current direction; when
it hits a wall, it chooses a new direction randomly.
"""
def updatePositionAndClean(self):
"""
Simulate the passage of a single time-step.
Move the robot to a new position and mark the tile it is on as having
been cleaned.
"""
candidatePosition = self.position.getNewPosition(self.direction, self.speed)
if self.room.isPositionInRoom(candidatePosition):
self.setRobotPosition(candidatePosition)
self.room.cleanTileAtPosition(self.position)
else:
self.direction = random.randrange(360)
# Uncomment this line to see your implementation of StandardRobot in action!
testRobotMovement(StandardRobot, RectangularRoom)
# === Problem 3
def runSimulation(num_robots, speed, width, height, min_coverage, num_trials,
robot_type):
"""
Runs NUM_TRIALS trials of the simulation and returns the mean number of
time-steps needed to clean the fraction MIN_COVERAGE of the room.
The simulation is run with NUM_ROBOTS robots of type ROBOT_TYPE, each with
speed SPEED, in a room of dimensions WIDTH x HEIGHT.
num_robots: an int (num_robots > 0)
speed: a float (speed > 0)
width: an int (width > 0)
height: an int (height > 0)
min_coverage: a float (0 <= min_coverage <= 1.0)
num_trials: an int (num_trials > 0)
robot_type: class of robot to be instantiated (e.g. Robot or
RandomWalkRobot)
"""
visualize = False
total_time_steps = 0.0
for trial in range(num_trials):
if visualize:
anim = ps6_visualize.RobotVisualization(num_robots, width, height)
room = RectangularRoom(width, height)
robotCollection = []
for i in range(num_robots):
robotCollection.append(robot_type(room, speed))
if visualize:
anim.update(room, robotCollection)
while (room.getNumCleanedTiles()/float(room.getNumTiles())) < min_coverage:
for robot in robotCollection:
robot.updatePositionAndClean()
total_time_steps += 1
if visualize:
anim.update(room, robotCollection)
if visualize:
anim.done()
return total_time_steps / num_trials
# === Problem 4
class RandomWalkRobot(Robot):
"""
A RandomWalkRobot is a robot with the "random walk" movement strategy: it
chooses a new direction at random after each time-step.
"""
def updatePositionAndClean(self):
"""
Simulate the passage of a single time-step.
Move the robot to a new position and mark the tile it is on as having
been cleaned.
"""
cur_pos = self.getRobotPosition()
cur_dir = self.getRobotDirection()
self.setRobotDirection(random.randrange(360))
new_pos = cur_pos.getNewPosition(cur_dir, self.speed)
if self.room.isPositionInRoom(new_pos):
self.setRobotPosition(new_pos)
self.room.cleanTileAtPosition(new_pos)
# === Problem 5
#
# 1a) Write a function call to showPlot1 that generates an appropriately-labeled
# plot.
#
# showPlot1('Time to clean 80% of a 20x20 room, for various numbers of robots',
# 'Number of robots',
# 'Time / steps')
#
# 1b) How does the performance of the two robot types compare when cleaning 80%
# of a 20x20 room?
#
# For the given parameters, RandomWalkRobots take approximately twice as
# long to clean the same room as StandardRobots do.
#
# 2a) Write a function call to showPlot2 that generates an appropriately-labeled
# plot.
#
# showPlot2('Time to clean 80% of a 300-tile room for various room shapes',
# 'Aspect Ratio',
# 'Time / steps')
#
# 2b) How does the performance of the two robot types compare when two of each
# robot cleans 80% of rooms with dimensions
# 10x30, 20x15, 25x12, and 50x6?
#
# A StandardRobot takes about the same amount of time to clean rooms
# of the same area regardless of aspect ratio. However, it takes a
# RandomWalkRobot an exponentially increasing amount of time to clean
# the same amount of area as the aspect ratio of the room increases.
def showPlot1(title, x_label, y_label):
"""
Produces a plot comparing the two robot strategies in a 20x20 room with 80%
minimum coverage.
"""
num_robot_range = range(1, 11)
times1 = []
times2 = []
for num_robots in num_robot_range:
print "Plotting", num_robots, "robots..."
times1.append(runSimulation(num_robots, 1.0, 20, 20, 0.8, 20, StandardRobot))
times2.append(runSimulation(num_robots, 1.0, 20, 20, 0.8, 20, RandomWalkRobot))
pylab.plot(num_robot_range, times1)
pylab.plot(num_robot_range, times2)
pylab.title(title)
pylab.legend(('StandardRobot', 'RandomWalkRobot'))
pylab.xlabel(x_label)
pylab.ylabel(y_label)
pylab.show()
def showPlot2(title, x_label, y_label):
"""
Produces a plot showing dependence of cleaning time on room shape.
"""
aspect_ratios = []
times1 = []
times2 = []
for width in [10, 20, 25, 50]:
height = 300/width
print "Plotting cleaning time for a room of width:", width, "by height:", height
aspect_ratios.append(float(width) / height)
times1.append(runSimulation(2, 1.0, width, height, 0.8, 200, StandardRobot))
times2.append(runSimulation(2, 1.0, width, height, 0.8, 200, RandomWalkRobot))
pylab.plot(aspect_ratios, times1)
pylab.plot(aspect_ratios, times2)
pylab.title(title)
pylab.legend(('StandardRobot', 'RandomWalkRobot'))
pylab.xlabel(x_label)
pylab.ylabel(y_label)
pylab.show()
if __name__ == '__main__':
showPlot1('Time to clean 80% of a 20x20 room, for various numbers of robots',
'Number of robots',
'Time/ steps')
showPlot2('Time to clean 80% of a 400-tile room for various room shapes',
'Aspect Ratio',
'Time / steps')