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pid.py
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pid.py
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from AirSimClient import *
import time
# connect to the AirSim simulator
client = CarClient()
client.confirmConnection()
client.enableApiControl(True)
car_controls = CarControls()
Kp = 0.03
Ki = 0
Kd = 0 #3.5
prev_cte = 0
int_cte = 0
frame = 0
err = 0
def UpdateError(cte):
global prev_cte, int_cte, err
diff_cte = cte - prev_cte
prev_cte = cte
int_cte += cte
err += (1 + abs(cte)) * (1 + abs(cte))
steer = -Kp * cte - Kd * diff_cte - Ki * int_cte
if steer > 0.6: steer = 0.6
if steer < -0.6: steer = -0.6
print(cte, steer, err)
return steer
def TotalError():
return err / frame
while True:
# get state of the car
car_state = client.getCarState()
car_kin = car_state.kinematics_true
print("Speed %d, Gear %d" % (car_state.speed, car_state.gear))
beta = 3
z = 0
pts = [np.array([0, -1, z]), np.array([130, -1, z]), np.array([130, 125, z]), np.array([0, 125, z]), np.array([0, -1, z]), np.array([130, -1, z]), np.array([130, -128, z]), np.array([0, -128, z]), np.array([0, -1, z])]
pd = car_kin.position
car_pt = np.array([pd.x_val, pd.y_val, pd.z_val])
dist = 10000000
for i in range(0, len(pts)-1):
dist = min(dist, np.linalg.norm(np.cross((car_pt - pts[i]), (car_pt - pts[i+1])))/np.linalg.norm(pts[i]-pts[i+1]))
cte = dist
# set the controls for car
car_controls.throttle = 1
car_controls.steering = UpdateError(cte)
client.setCarControls(car_controls)
# let car drive a bit
time.sleep(1)
# get camera images from the car
responses = client.simGetImages([
ImageRequest(0, AirSimImageType.Scene),
ImageRequest(1, AirSimImageType.DepthPerspective),
ImageRequest(2, AirSimImageType.Segmentation)
])
#print('Retrieved images: %d' % len(responses))
for response in responses:
if response.pixels_as_float:
#print("Type %d, size %d" % (response.image_type, len(response.image_data_float)))
CarClient.write_pfm(os.path.normpath('c:/temp/airsim/py-%d-%s.pfm' % (response.image_type, time.strftime("%Y%m%d-%H%M%S"))), CarClient.getPfmArray(response))
else:
#print("Type %d, size %d" % (response.image_type, len(response.image_data_uint8)))
CarClient.write_file(os.path.normpath("c:/temp/airsim/py-%d-%s.png" % (response.image_type, time.strftime("%Y%m%d-%H%M%S"))), response.image_data_uint8)