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ex4/ex_4C.py
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ex4/ex_4C.py
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import numpy as np
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import matplotlib.pyplot as plt
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np.set_printoptions(precision=2)
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p = 70
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N_vec = [10, 20, 30, 40, 70]
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for N in N_vec:
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x = np.linspace(0, 1, N + 1)
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A = np.zeros((N + 1, N + 1))
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for i in range(1, N + 1):
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h = x[i] - x[i - 1]
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a_11 = 1./h - p/2.
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a_12 = -1./h + p/2.
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a_21 = -1./h - p/2.
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a_22 = 1./h + p/2.
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A[i - 1, i - 1] += a_11
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A[i - 1, i] += a_12
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A[i, i - 1] += a_21
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A[i, i] += a_22
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print("A =\n", A)
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# take dirichlet data into account
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u_g = np.zeros(N + 1)
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u_g[0] = 0
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u_g[N] = 1
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print("u_g =\n", u_g)
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# remove first and last row of A
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A_g = A[1:N, :]
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#print("A_g =\n", A_g)
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# assemble RHS with dirichlet data
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f = -A_g.dot(u_g)
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#print(f)
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# matrix for the inner nodes (excluding nodes with dirichlet bcs)
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A_0 = A[1:N, 1:N]
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#print(A_0)
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# solve for u_0 (free dofs)
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u_0 = np.linalg.solve(A_0, f)
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# assemble "u = u_0 + u_g"
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u = np.concatenate([[0], u_0, [1]])
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print("u =\n", u)
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plt.plot(x, u, '-')
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# plotting the exact solution
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plt.plot(x, (np.exp(p*x) - 1.)/(np.exp(p) - 1.))
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plt.xlabel('x')
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plt.ylabel('u_h(x)')
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plt.legend(N_vec + ['exact'])
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plt.title("Comparing discrete solution for increasing number of elements")
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plt.grid()
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plt.show()
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