Move task 5 to group project
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4 changed files with 1 additions and 95 deletions
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#%%
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from numpy import array, empty, linalg, zeros
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from matplotlib import pyplot
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from scipy import interpolate
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def Miguel_S5_Aufg2(x, y, xx):
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n = len(x)
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a = empty((n - 1, 1))
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b = empty((n - 1, 1))
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c = empty((n, 1))
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d = empty((n - 1, 1))
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h = empty((n - 1, 1))
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for i in range(0, n - 1):
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a[i] = y[i]
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h[i] = x[i + 1] - x[i]
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c[0] = 0
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c[n - 1] = 0
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A = zeros((n - 2, n - 2))
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z = empty((n - 2, 1))
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for i in range(0, n - 2):
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if i == 0:
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A[i][0] = 2 * (h[0] + h[1])
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A[i][1] = h[1]
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z[i] = 3 * (((y[2] - y[1]) / h[1]) - ((y[1] - y[0]) / h[0]))
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else:
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A[i][i - 1] = h[i]
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A[i][i] = 2 * (h[i] + h[i + 1])
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z[i] = 3 * (((y[i + 2] - y[i + 1]) / h[i + 1]) - ((y[i + 1] - y[i]) / h[i]))
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if i < n - 3:
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A[i][i + 1] = h[i + 1]
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c[1:n - 1,:] = linalg.solve(A, z)
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for i in range(0, n - 1):
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b[i] = ((y[i + 1] - y[i]) / h[i]) - ((h[i] / 3) * (c[i + 1] + 2 * c[i]))
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d[i] = (1 / (3 * h[i])) * (c[i + 1] - c[i])
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yy = empty(len(xx))
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for i in range(0, len(yy)):
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j = 0
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value = xx[i]
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while x[j] < value:
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j += 1
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yy[i] = y[j - 1] + b[j - 1] * (value - x[j - 1]) + c[j - 1] * (value - x[j - 1]) ** 2 + d[j - 1] * (value - x[j - 1]) ** 3
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pyplot.scatter(xx, yy)
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return yy
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# %%
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x = array([4, 6, 8, 10])
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y = array([6, 3, 9, 0])
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xx = array([4.5, 6.5, 9.0])
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Miguel_S5_Aufg2(x, y, xx)
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# %%
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# %%
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from Miguel_S5_Aufg2 import Miguel_S5_Aufg2
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from matplotlib import pyplot
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from numpy import array, polyfit, polyval
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from scipy import interpolate
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x = array([1900, 1910, 1920, 1930, 1940, 1950, 1960, 1970, 1980, 1990, 2000, 2010])
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y = array([75.995, 91.972, 105.711, 123.203, 131.669, 150.697, 179.323, 203.212, 226.505, 249.633, 281.422, 308.745])
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xx = array([1917, 1925, 1941, 1956, 1972, 1998, 2000, 2008])
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# a)
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pyplot.figure()
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Miguel_S5_Aufg2(x, y, xx)
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# b)
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pyplot.figure()
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pyplot.scatter(xx, interpolate.CubicSpline(x, y)(xx))
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# c) 1
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pyplot.figure()
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pyplot.scatter(xx, polyval(polyfit(x, y, deg = 11), xx))
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# c) 2
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pyplot.figure()
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pyplot.scatter(xx - 1900, polyval(polyfit(x - 1900, y, deg = 11), xx - 1900))
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# %%
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@ -1 +1 @@
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Subproject commit 842806023e486ee60013a719d0ab7961b4b07524
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Subproject commit 77da7869c5537751290e177e86c55becc22b7c6b
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