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PID_Video.py
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PID_Video.py
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import numpy as np
import matplotlib.pyplot as plt
import turtle
import time
#GLOBAL PARAMS
TIMER = 0
TIME_STEP = 0.001
SETPOINT = 10
SIM_TIME = 100
INITIAL_X = 0
INITIAL_Y = -100
MASS = 1 #kg
MAX_THRUST = 15 #Newtons
g = -9.81 #Gravitational constant
V_i = 0 #initial velocity
Y_i = 0 #initial height
#------------
#---PID GAINS---
#ku = 0.6
#Tu = 18 ms
KP = 0.36
KI = 40.0
KD = 0.0008099999999999997
#KD = 0.00128 for higher setpoints
antiWindup = True
# KP = 0.6
# KI = 0.0
# KD = 0.0
#---------------
class Simulation(object):
def __init__(self):
self.Insight = Rocket()
self.pid = PID(KP,KI,KD,SETPOINT)
self.screen = turtle.Screen()
self.screen.setup(800,600)
self.marker = turtle.Turtle()
self.marker.penup()
self.marker.left(180)
self.marker.goto(15,SETPOINT)
self.marker.color('red')
self.sim = True
self.timer = 0
self.poses = np.array([])
self.times = np.array([])
self.kpe = np.array([])
self.kde = np.array([])
self.kie = np.array([])
self.thrst = np.array([])
def cycle(self):
while(self.sim):
thrust = self.pid.compute(self.Insight.get_y())
print(thrust)
self.Insight.set_ddy(thrust)
self.Insight.set_dy()
self.Insight.set_y()
time.sleep(TIME_STEP)
self.timer += 1
if self.timer > SIM_TIME:
print("SIM ENDED")
self.sim = False
elif self.Insight.get_y() > 700:
print("OUT OF BOUNDS")
self.sim = False
elif self.Insight.get_y() < -700:
print("OUT OF BOUNDS")
self.sim = False
self.poses = np.append(self.poses,self.Insight.get_y())
self.times = np.append(self.times,self.timer)
self.kpe = np.append(self.kpe,self.pid.get_kpe())
self.kde = np.append(self.kde,self.pid.get_kde())
self.kie = np.append(self.kie,self.pid.get_kie())
self.thrst = np.append(self.thrst,thrust)
graph(self.times,self.poses,self.kpe,self.kde,self.kie,self.thrst)
def graph(x,y1,y2,y3,y4,y5):
fig, (ax1, ax2,ax3,ax4,ax5) = plt.subplots(5, sharex=True)
#fig.suptitle('antiwindup')
ax1.set(ylabel='rocket \nHeight')
ax1.plot(x,y1)
ax2.set(ylabel='KP_error')
ax2.plot(x,y2,'tab:red')
ax3.set(ylabel='KD_error')
ax3.plot(x,y3,'tab:orange')
ax4.set(ylabel='KI_error')
ax4.plot(x,y4,'tab:pink')
ax5.set(ylabel='rocket \nThrust')
ax5.plot(x,y5,'tab:brown')
plt.show()
class Rocket(object):
def __init__(self):
global Rocket
self.Rocket = turtle.Turtle()
self.Rocket.shape('square')
self.Rocket.color('black')
self.Rocket.penup()
self.Rocket.goto(INITIAL_X,INITIAL_Y)
self.Rocket.speed(0)
#physics
self.ddy = 0
self.dy = V_i
self.y = INITIAL_Y
def set_ddy(self,thrust):
self.ddy = g + thrust / MASS
def get_ddy(self):
return self.ddy
def set_dy(self):
self.dy += self.ddy * TIME_STEP
def get_dy(self):
return self.dy
def set_y(self):
self.Rocket.sety(self.y + self.dy * TIME_STEP)
def get_y(self):
self.y = self.Rocket.ycor()
return self.y
class PID(object):
def __init__(self,KP,KI,KD,target):
self.kp = KP
self.ki = KI
self.kd = KD
self.setpoint = target
self.error = 0
self.integral_error = 0
self.error_last = 0
self.derivative_error = 0
self.output = 0
def compute(self, pos):
self.error = self.setpoint - pos
#self.integral_error += self.error * TIME_STEP
self.derivative_error = (self.error - self.error_last) / TIME_STEP
self.error_last = self.error
self.output = self.kp*self.error + self.ki*self.integral_error + self.kd*self.derivative_error
if(abs(self.output)>= MAX_THRUST and (((self.error>=0) and (self.integral_error>=0))or((self.error<0) and (self.integral_error<0)))):
if(antiWindup):
#no integration
self.integral_error = self.integral_error
else:
#if no antiWindup rectangular integration
self.integral_error += self.error * TIME_STEP
else:
#rectangular integration
self.integral_error += self.error * TIME_STEP
if self.output >= MAX_THRUST:
self.output = MAX_THRUST
elif self.output <= 0:
self.output = 0
return self.output
def get_kpe(self):
return self.kp*self.error
def get_kde(self):
return self.kd*self.derivative_error
def get_kie(self):
return self.ki*self.integral_error
def main():
sim = Simulation()
sim.cycle()
main()