绘制一个三维超球形状

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英文:

Plotting a 3-dimensional superball shape

问题

我正在尝试在Python Matplotlib中绘制一个3D超球体,其中超球体被定义为一种通用的数学形状,可以用来描述使用形状参数 p圆角立方体,其中对于 p = 1,形状等同于一个球体。

这篇论文 声称,超球体是通过使用修改后的球坐标来定义的,具体如下:

x = r*cos(u)**1/p * sin(v)**1/p
y = r*cos(u)**1/p * sin(v)**1/p
z = r*cos(v)**1/p

其中 u = phiv = theta

我成功让代码运行,至少对于 p = 1,生成了一个球体 - 正如它应该做的:

import matplotlib.pyplot as plt
import numpy as np

fig = plt.figure()
ax = fig.add_subplot(projection='3d')

r, p = 1, 1

# 生成数据
u = np.linspace(0, 2 * np.pi, 100)
v = np.linspace(0, np.pi, 100)
u, v = np.meshgrid(u, v)

x = r * np.cos(u)**(1/p) * np.sin(v)**(1/p)
y = r * np.sin(u)**(1/p) * np.sin(v)**(1/p)
z = r * np.cos(v)**(1/p)

# 绘制曲面
ax.plot_surface(x, y, z)

plt.show()

这是上述代码的 p = 1 的3D图。

然而,当我为 p 输入任何其他值,例如2,它只给我一个部分形状,而实际上应该给我一个完整的超球体。

这是上述代码的 p = 2 的3D图。

我认为修复更多地涉及到数学,但如何修复这个问题呢?

英文:

I'm trying to plot a 3D superball in python matplotlib, where a superball is defined as a general mathematical shape that can be used to describe rounded cubes using a shape parameter p, where for p = 1 the shape is equal to that of a sphere.

This paper claims that the superball is defined by using modified spherical coordinates with:

x = r*cos(u)**1/p * sin(v)**1/p
y = r*cos(u)**1/p * sin(v)**1/p
z = r*cos(v)**1/p

with u = phi and v = theta.

I managed to get the code running, at least for p = 1 which generates a sphere - exactly as it should do:

import matplotlib.pyplot as plt
import numpy as np


fig = plt.figure()
ax = fig.add_subplot(projection='3d')

r, p = 1, 1

# Make data
u = np.linspace(0, 2 * np.pi, 100)
v = np.linspace(0, np.pi, 100)
u, v = np.meshgrid(u, v)

x = r * np.cos(u)**(1/p) * np.sin(v)**(1/p)
y = r * np.sin(u)**(1/p) * np.sin(v)**(1/p)
z = r * np.cos(v)**(1/p)

# Plot the surface
ax.plot_surface(x, y, z)

plt.show()

This is a 3D plot of the code above for p = 1.

绘制一个三维超球形状

However, as I put in any other value for p, e.g. 2, it's giving me only a partial shape, while it should actually give me a full superball.

This is a 3D plot of the code above for p = 2.

绘制一个三维超球形状

I believe the fix is more of mathematical nature, but how can this be fixed?

答案1

得分: 4

在绘制常规球体时,我们以不同的方式转换正坐标和负坐标:

  • 正坐标:x**0.5
  • 负坐标:-1 * abs(x)**0.5

对于超级球体的变种,可以使用np.signnp.abs来应用相同的逻辑:

power = lambda base, exp: np.sign(base) * np.abs(base)**exp

x = r * power(np.cos(u), 1/p) * power(np.sin(v), 1/p)
y = r * power(np.sin(u), 1/p) * power(np.sin(v), 1/p)
z = r * power(np.cos(v), 1/p)

完整示例,p = 4

import matplotlib.pyplot as plt
import numpy as np

fig, ax = plt.subplots(subplot_kw={'projection': '3d'})

r, p = 1, 4

# 生成数据
u = np.linspace(0, 2 * np.pi)
v = np.linspace(0, np.pi)
u, v = np.meshgrid(u, v)

# 转换坐标
#   正坐标:base**exp
#   负坐标:-abs(base)**exp
power = lambda base, exp: np.sign(base) * np.abs(base)**exp
x = r * power(np.cos(u), 1/p) * power(np.sin(v), 1/p)
y = r * power(np.sin(u), 1/p) * power(np.sin(v), 1/p)
z = r * power(np.cos(v), 1/p)

# 绘制表面
ax.plot_surface(x, y, z)
plt.show()
英文:

When plotting a regular sphere, we transform positive and negative coordinates differently:

  • Positives: x**0.5
  • Negatives: -1 * abs(x)**0.5

For the superball variants, apply the same logic using np.sign and np.abs:

power = lambda base, exp: np.sign(base) * np.abs(base)**exp

x = r * power(np.cos(u), 1/p) * power(np.sin(v), 1/p)
y = r * power(np.sin(u), 1/p) * power(np.sin(v), 1/p)
z = r * power(np.cos(v), 1/p)

绘制一个三维超球形状

Full example for p = 4:

import matplotlib.pyplot as plt
import numpy as np

fig, ax = plt.subplots(subplot_kw={'projection': '3d'})

r, p = 1, 4

# Make the data
u = np.linspace(0, 2 * np.pi)
v = np.linspace(0, np.pi)
u, v = np.meshgrid(u, v)

# Transform the coordinates
#   Positives: base**exp
#   Negatives: -abs(base)**exp
power = lambda base, exp: np.sign(base) * np.abs(base)**exp
x = r * power(np.cos(u), 1/p) * power(np.sin(v), 1/p)
y = r * power(np.sin(u), 1/p) * power(np.sin(v), 1/p)
z = r * power(np.cos(v), 1/p)

# Plot the surface
ax.plot_surface(x, y, z)
plt.show()

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  • 本文由 发表于 2023年2月19日 23:33:52
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