python欧拉角和旋转矩阵变换的实现示例
作者:霸王•吕布
在计算机图形学中,欧拉角和旋转矩阵是描述物体旋转的常用方法,本文主要介绍了python欧拉角和旋转矩阵变换的实现示例,具有一定的参考价值,感兴趣的可以了解一下
一. 配置PIP镜像源
pip config set global.index-url https://pypi.tuna.tsinghua.edu.cn/simple
二.下载numpy等库
pip install scipy
三.欧拉角转旋转矩阵(右手坐标系, ZXY顺序)
# coding=UTF-8 from scipy.spatial.transform import Rotation as R # 定义欧拉角 XYZ顺序 euler_angles = [90, 3, 3] if (90 - abs(euler_angles[0])) < 0.5: euler_angles[0] = 89.5 euler_angles_zxy = [0, 0, 0] euler_angles_zxy[0] = euler_angles[2] euler_angles_zxy[1] = euler_angles[0] euler_angles_zxy[2] = euler_angles[1] euler_angles_zxy = [-x for x in euler_angles_zxy] # 创建Rotation对象 r = R.from_euler('zxy', euler_angles_zxy, degrees=True) # 获取旋转矩阵 rotation_matrix = r.as_dcm() print('[') for row in rotation_matrix: msg = ", ".join(map(str, row)) msg = '[' + msg + '],' print(msg) print(']')
四.旋转矩阵转欧拉角(右手坐标系, ZXY顺序)
# coding=UTF-8 import numpy as np from scipy.spatial.transform import Rotation as R # 假设我们有一个旋转矩阵 #80 -7 45 rotation_matrix = np.array([ [0.9945219996629926, 0.10452647320585942, -0.00045671157999537665], [-0.00045671157999537665, 0.008714576084760173, 0.9999619230641713], [0.10452647320585942, -0.9944839227271639, 0.008714576084760173] ]) # 使用SciPy的Rotation对象转换欧拉角 rotation = R.from_dcm(rotation_matrix) euler_angles_zxy = rotation.as_euler('zxy', degrees=True) # sco存储使用'zxy'顺序,如果需要度为单位,设置degrees=True #左右手参考坐标系正负值替换 euler_angles_zxy = [-x for x in euler_angles_zxy] euler_angles = [0, 0, 0] euler_angles[0] = euler_angles_zxy[1] euler_angles[1] = euler_angles_zxy[2] euler_angles[2] = euler_angles_zxy[0] print(euler_angles)
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