Week 3 - Solving second order ODEs
Solving second order ODEs using Python
Objective: To write a program in python that solves the second order ODE representing the equation of motion of a simple pendulum.
Equation of Motion representing Pendulum:
Here,
g, gravity =9.81 m/s2,
L, length of the pendulum = 1 m,
m, mass of the ball = 1 kg,
B, damping coefficient 0.05.
Calculation:
To solve the ODE of order 2, it has to be converted into a matrix containing two ODE of order 1.
In equation 5, term 1 denotes angular displacement and term 2 denotes angular velocity.
Initial Conditions:
L=1 metre,
m=1 kg,
b=0.05.
g=9.81 m/s2.
Simulate the motion between 0-20 sec, for angular displacement=0,angular velocity=3 rad/sec at time t=0.
Program:
''' Simple pendulum-ODEs'''
#importing math modules
import numpy as np
from scipy.integrate import odeint
import matplotlib.pyplot as plt
import math
#function to define the ODE
def model(theta,t,b,g,l,m):
theta1=theta[0]
theta2=theta[1]
dtheta1_dt=theta2 #displacement
dtheta2_dt=(b/m)*theta2-(g/l)*math.sin(theta1) #velocity
dtheta_dt=[dtheta1_dt,dtheta2_dt]
return dtheta_dt
#inputs
b=0.05 #damping factor
g=9.81 #gravity
l=1 #length of the pendulum
m=1 #mass of the ball
theta_0=[0,math.pi/2] #angle between the initial and first position
t=np.linspace(0,20,150) #time vector
theta=odeint(model,theta_0,t,args=(b,g,l,m)) #solving the ODE
#plotting
plt.plot(t,theta[:,0],'b-',label=r'$\frac{d\theta_1}{dt}=\theta2$')
plt.plot(t,theta[:,1],'r--',label=r'$\frac{d\theta2}{dt}=-\frac{b}{m}\theta_2-\frac{g}{l}sin\theta_1$')
plt.xlabel('plot')
plt.ylabel('time')
plt.legend(loc='best')
plt.show()
#animation
ct = 1
for i in (theta[:,1]):
x0=0
y0=0
x1=l*math.sin(i)
y1=-l*math.cos(i)
filename=str(ct)+'.png'
ct=ct+1
print(filename)
plt.figure()
plt.plot([-1,1],[0,0],color="red",linewidth=4)
plt.plot([x0,x1],[y0,y1])
plt.plot(x1,y1,'o',color="green",markersize=20)
plt.xlim([-1.5,1.5])
plt.ylim([-1.5,1.5])
plt.savefig(filename)
Results:
Above plot denotes the relation between the X-axis Angular displacement and Angular velocity against Y-axis time.
The above image shows the motion of the pendulum. Complete animation can be viewed at https://youtu.be/m3fgZ6jsOss