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Merge pull request AtsushiSakai#240 from goktug97/master
DWA Rectangle Robot Type
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PathPlanning/DynamicWindowApproach/dynamic_window_approach.py

Lines changed: 68 additions & 5 deletions
Original file line numberDiff line numberDiff line change
@@ -2,10 +2,11 @@
22
33
Mobile robot motion planning sample with Dynamic Window Approach
44
5-
author: Atsushi Sakai (@Atsushi_twi)
5+
author: Atsushi Sakai (@Atsushi_twi), Goktug Karakasli
66
77
"""
88

9+
from enum import Enum
910
import math
1011

1112
import matplotlib.pyplot as plt
@@ -25,6 +26,9 @@ def dwa_control(x, config, goal, ob):
2526

2627
return u, trajectory
2728

29+
class RobotType(Enum):
30+
circle = 0
31+
rectangle = 1
2832

2933
class Config:
3034
"""
@@ -45,8 +49,25 @@ def __init__(self):
4549
self.to_goal_cost_gain = 0.15
4650
self.speed_cost_gain = 1.0
4751
self.obstacle_cost_gain = 1.0
52+
self.robot_type = RobotType.circle
53+
54+
# if robot_type == RobotType.circle
55+
# Also used to check if goal is reached in both types
4856
self.robot_radius = 1.0 # [m] for collision check
4957

58+
# if robot_type == RobotType.rectangle
59+
self.robot_width = 0.5 # [m] for collision check
60+
self.robot_length = 1.2 # [m] for collision check
61+
62+
@property
63+
def robot_type(self):
64+
return self._robot_type
65+
66+
@robot_type.setter
67+
def robot_type(self, value):
68+
if not isinstance(value, RobotType):
69+
raise TypeError("robot_type must be an instance of RobotType")
70+
self._robot_type = value
5071

5172
def motion(x, u, dt):
5273
"""
@@ -141,12 +162,29 @@ def calc_obstacle_cost(trajectory, ob, config):
141162
dx = trajectory[:, 0] - ox[:, None]
142163
dy = trajectory[:, 1] - oy[:, None]
143164
r = np.sqrt(np.square(dx) + np.square(dy))
144-
if (r <= config.robot_radius).any():
145-
return float("Inf")
165+
166+
if config.robot_type == RobotType.rectangle:
167+
yaw = trajectory[:, 2]
168+
rot = np.array([[np.cos(yaw), -np.sin(yaw)], [np.sin(yaw), np.cos(yaw)]])
169+
rot = np.transpose(rot, [2, 0, 1])
170+
local_ob = ob[:, None] - trajectory[:, 0:2]
171+
local_ob = local_ob.reshape(-1, local_ob.shape[-1])
172+
local_ob = np.array([local_ob @ -x for x in rot])
173+
local_ob = local_ob.reshape(-1, local_ob.shape[-1])
174+
upper_check = local_ob[:, 0] <= config.robot_length/2
175+
right_check = local_ob[:, 1] <= config.robot_width/2
176+
bottom_check = local_ob[:, 0] >= -config.robot_length/2
177+
left_check = local_ob[:, 1] >= -config.robot_width/2
178+
if (np.logical_and(np.logical_and(upper_check, right_check),
179+
np.logical_and(bottom_check, left_check))).any():
180+
return float("Inf")
181+
elif config.robot_type == RobotType.circle:
182+
if (r <= config.robot_radius).any():
183+
return float("Inf")
184+
146185
min_r = np.min(r)
147186
return 1.0 / min_r # OK
148187

149-
150188
def calc_to_goal_cost(trajectory, goal):
151189
"""
152190
calc to goal cost with angle difference
@@ -167,7 +205,30 @@ def plot_arrow(x, y, yaw, length=0.5, width=0.1): # pragma: no cover
167205
plt.plot(x, y)
168206

169207

170-
def main(gx=10.0, gy=10.0):
208+
def plot_robot(x, y, yaw, config): # pragma: no cover
209+
if config.robot_type == RobotType.rectangle:
210+
outline = np.array([[-config.robot_length/2, config.robot_length/2,
211+
(config.robot_length/2), -config.robot_length/2,
212+
-config.robot_length/2],
213+
[config.robot_width / 2, config.robot_width / 2,
214+
- config.robot_width / 2, -config.robot_width / 2,
215+
config.robot_width / 2]])
216+
Rot1 = np.array([[math.cos(yaw), math.sin(yaw)],
217+
[-math.sin(yaw), math.cos(yaw)]])
218+
outline = (outline.T.dot(Rot1)).T
219+
outline[0, :] += x
220+
outline[1, :] += y
221+
plt.plot(np.array(outline[0, :]).flatten(),
222+
np.array(outline[1, :]).flatten(), "-k")
223+
elif config.robot_type == RobotType.circle:
224+
circle = plt.Circle((x, y), config.robot_radius, color="b")
225+
plt.gcf().gca().add_artist(circle)
226+
out_x, out_y = (np.array([x, y]) +
227+
np.array([np.cos(yaw), np.sin(yaw)]) * config.robot_radius)
228+
plt.plot([x, out_x], [y, out_y], "-k")
229+
230+
231+
def main(gx=10.0, gy=10.0, robot_type=RobotType.circle):
171232
print(__file__ + " start!!")
172233
# initial state [x(m), y(m), yaw(rad), v(m/s), omega(rad/s)]
173234
x = np.array([0.0, 0.0, math.pi / 8.0, 0.0, 0.0])
@@ -194,6 +255,7 @@ def main(gx=10.0, gy=10.0):
194255
# input [forward speed, yawrate]
195256
u = np.array([0.0, 0.0])
196257
config = Config()
258+
config.robot_type = robot_type
197259
trajectory = np.array(x)
198260

199261
while True:
@@ -207,6 +269,7 @@ def main(gx=10.0, gy=10.0):
207269
plt.plot(x[0], x[1], "xr")
208270
plt.plot(goal[0], goal[1], "xb")
209271
plt.plot(ob[:, 0], ob[:, 1], "ok")
272+
plot_robot(x[0], x[1], x[2], config)
210273
plot_arrow(x[0], x[1], x[2])
211274
plt.axis("equal")
212275
plt.grid(True)

tests/test_dynamic_window_approach.py

Lines changed: 5 additions & 0 deletions
Original file line numberDiff line numberDiff line change
@@ -17,7 +17,12 @@ def test1(self):
1717
m.show_animation = False
1818
m.main(gx=1.0, gy=1.0)
1919

20+
def test2(self):
21+
m.show_animation = False
22+
m.main(gx=1.0, gy=1.0, robot_type=m.RobotType.rectangle)
23+
2024

2125
if __name__ == '__main__': # pragma: no cover
2226
test = Test()
2327
test.test1()
28+
test.test2()

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