本文實(shí)例為大家分享了二維插值的三維顯示具體代碼,供大家參考,具體內(nèi)容如下
# -*- coding: utf-8 -*-"""演示二維插值。"""# -*- coding: utf-8 -*-import numpy as npfrom mpl_toolkits.mplot3d import Axes3Dimport matplotlib as mplfrom scipy import interpolateimport matplotlib.cm as cmimport matplotlib.pyplot as plt def func(x, y): return (x + y) * np.exp(-5.0 * (x ** 2 + y ** 2)) # X-Y軸分為20*20的網(wǎng)格x = np.linspace(-1, 1, 20)y = np.linspace(-1, 1, 20)x, y = np.meshgrid(x, y) # 20*20的網(wǎng)格數(shù)據(jù) fvals = func(x, y) # 計(jì)算每個(gè)網(wǎng)格點(diǎn)上的函數(shù)值 15*15的值 fig = plt.figure(figsize=(9, 6)) #設(shè)置圖的大小# Draw sub-graph1ax = plt.subplot(1, 2, 1, projection='3d') #設(shè)置圖的位置surf = ax.plot_surface(x, y, fvals, rstride=2, cstride=2, cmap=cm.coolwarm, linewidth=0.5, antialiased=True) #第四個(gè)第五個(gè)參數(shù)表示隔多少個(gè)取樣點(diǎn)畫一個(gè)小面,第六個(gè)表示畫圖類型,第七個(gè)是畫圖的線寬,第八個(gè)表示抗鋸齒ax.set_xlabel('x')ax.set_ylabel('y')ax.set_zlabel('f(x, y)') #標(biāo)簽plt.colorbar(surf, shrink=0.5, aspect=5) # 標(biāo)注 # 二維插值newfunc = interpolate.interp2d(x, y, fvals, kind='cubic') # newfunc為一個(gè)函數(shù) # 計(jì)算100*100的網(wǎng)格上的插值xnew = np.linspace(-1, 1, 100) # xynew = np.linspace(-1, 1, 100) # yfnew = newfunc(xnew, ynew) # 僅僅是y值 100*100的值 np.shape(fnew) is 100*100xnew, ynew = np.meshgrid(xnew, ynew)ax2 = plt.subplot(1, 2, 2, projection='3d')surf2 = ax2.plot_surface(xnew, ynew, fnew, rstride=2, cstride=2, cmap=cm.coolwarm, linewidth=0.5, antialiased=True)ax2.set_xlabel('xnew')ax2.set_ylabel('ynew')ax2.set_zlabel('fnew(x, y)')plt.colorbar(surf2, shrink=0.5, aspect=5) # 標(biāo)注plt.show()
以上就是本文的全部內(nèi)容,希望對大家的學(xué)習(xí)有所幫助,也希望大家多多支持武林站長站。
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