Need help solving a second order non-linear ODE in python

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迷失自我
迷失自我 2020-12-15 10:55

I don\'t really know where to start with this problem, as I haven\'t had much experience with this but it is required to solve this part of the project using a computer.

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  •  别那么骄傲
    2020-12-15 11:29

    I don't think you can solve your problem as stated: your initial conditions, with x = 0 and x' > 0 imply that the solution will be positive for some values very close to the starting point. So there is no b for which the solution is never positive...

    Leaving that aside, to solve a second order differential equation, you first need to rewrite it as a system of two first order differential equations. Defining y = x' we can rewrite your single equation as:

    x' = y
    y' = -b/m*y - k/m*x - a/m*x**3 - g
    
    x[0] = 0, y[0] = 5
    

    So your function should look something like this:

    def fun(z, t, m, k, g, a, b):
        x, y = z
        return np.array([y, -(b*y + (k + a*x*x)*x) / m - g])
    

    And you can solve and plot your equations doing:

    m, k, g, a = 1220, 35600, 17.5, 450000
    tmax, dt = 10, 0.01
    t = np.linspace(0, tmax, num=np.round(tmax/dt)+1)
    for b in xrange(1000, 10500, 500):
        print 'Solving for b = {}'.format(b)
        sol = odeint(fun, [0, 5], t, args=(m, k, g, a, b))[..., 0]
        plt.plot(t, sol, label='b = {}'.format(b))
    plt.legend()
    

    enter image description here

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