ex4
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61
ex4/code/task_c.py
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ex4/code/task_c.py
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import numpy as np
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import matplotlib.pyplot as plt
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# Peclet problem:
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# -u''(x) + pu'(x) = 0 x in (0,1)
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# u(0) = 0
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# u(1) = 1
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# parameters
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p = 70
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n_values = [10,20,30,40,70] # elements
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# exact solution
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x_exact = np.linspace(0,1,1000)
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u_exact = (np.exp(p*x_exact)-1)/(np.exp(p)-1)
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for n in n_values:
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# mesh
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m = n+1 # nodes
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h = 1.0/n
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x = np.linspace(0,1,m)
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# local stiffness matrix
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K_loc = np.zeros((2,2))
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A = (1.0/h) * np.array([[ 1,-1], [-1, 1]])
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B = (p/2) * np.array([[ -1, 1], [ -1, 1]])
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K_loc = A+B
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# Assembling
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K = np.zeros((m,m))
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F = np.zeros(m)
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for i in range(n):
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K[i:i+2,i:i+2] += K_loc
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# Boundary conditions
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# Dirichlet: u(0) = 0
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K[0,:] = 0
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K[0,0] = 1
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F[0] = 0
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# Dirichlet: u(1) = 1
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K[-1,:] = 0
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K[-1,-1] = 1
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F[-1] = 1
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u = np.linalg.solve(K, F)
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plt.plot(x, u, "-o", markersize=2, label=f"n = {n}")
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plt.plot(x_exact, u_exact, "black", label="exact")
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plt.title(f"p = {p}")
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plt.xlabel("x")
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plt.ylabel("u(x)")
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plt.legend()
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plt.grid(True)
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print("K = ", K)
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print("f = ", F)
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print("u = ", u)
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plt.tight_layout()
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plt.savefig("../task_c.png", dpi=300)
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plt.show()
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