import math import numpy as np import matplotlib.pyplot as plt from mpl_toolkits.mplot3d import Axes3D from matplotlib.widgets import Slider # 设置中文字体 plt.rcParams['font.sans-serif'] = ['SimHei', 'Arial Unicode MS', 'DejaVu Sans'] plt.rcParams['axes.unicode_minus'] = False class SpatialTwoLinkArm: def __init__(self, l1=1.0, l2=1.0): self.l1 = l1 self.l2 = l2 self.theta1 = 0.0 # 绕Z轴旋转(偏航,Yaw) self.theta2 = 0.0 # 绕Y轴旋转(俯仰,Pitch) # 创建3D图形 self.fig = plt.figure(figsize=(10, 8)) self.ax = self.fig.add_subplot(111, projection='3d') self.ax.set_xlim(-2, 2) self.ax.set_ylim(-2, 2) self.ax.set_zlim(0, 2) self.ax.set_xlabel("X") self.ax.set_ylabel("Y") self.ax.set_zlabel("Z") self.ax.set_title("空间两自由度机械臂(绕Z轴 + 绕Y轴俯仰)") self.ax.grid(True) # 绘制机械臂 self.line_link1, = self.ax.plot([], [], [], 'b-', linewidth=4, label='连杆1') self.line_link2, = self.ax.plot([], [], [], 'r-', linewidth=4, label='连杆2') self.joint_point, = self.ax.plot([], [], [], 'go', markersize=8, label='关节2') self.end_point, = self.ax.plot([], [], [], 'mo', markersize=8, label='末端执行器') self.base_point, = self.ax.plot([0], [0], [0], 'ko', markersize=10, label='基座') self.ax.legend() # 添加角度显示文本 self.angle_text = self.ax.text2D( 0.02, 0.95, '', transform=self.ax.transAxes, fontsize=10, bbox=dict(boxstyle="round", facecolor="wheat") ) # 添加滑块控制 self.slider_ax_theta1 = plt.axes([0.2, 0.1, 0.5, 0.03]) self.slider_ax_theta2 = plt.axes([0.2, 0.05, 0.5, 0.03]) self.slider_theta1 = Slider(self.slider_ax_theta1, 'θ1(绕Z轴)', -np.pi, np.pi, valinit=0, valfmt="%.2f rad") self.slider_theta2 = Slider(self.slider_ax_theta2, 'θ2(俯仰角)', -np.pi/2, np.pi/2, valinit=0, valfmt="%.2f rad") self.slider_theta1.on_changed(self.on_slider_change) self.slider_theta2.on_changed(self.on_slider_change) # 初始绘制 self.update_plot() def rotation_matrix_z(self, theta): """绕Z轴旋转矩阵""" return np.array([ [np.cos(theta), -np.sin(theta), 0], [np.sin(theta), np.cos(theta), 0], [0, 0, 1] ]) def rotation_matrix_y(self, theta): """绕Y轴旋转矩阵""" return np.array([ [np.cos(theta), 0, np.sin(theta)], [0, 1, 0], [-np.sin(theta), 0, np.cos(theta)] ]) def fk(self, theta1, theta2): """正向运动学:返回关节1和末端的位置""" # 关节1位置(绕Z旋转后) joint1 = np.array([self.l1, 0, 0]) joint1 = self.rotation_matrix_z(theta1) @ joint1 # 连杆2的方向:初始沿X轴,先绕Y转θ2,再绕Z转θ1 link2_dir = np.array([self.l2, 0, 0]) link2_dir = self.rotation_matrix_z(theta1) @ (self.rotation_matrix_y(theta2) @ link2_dir) end_effector = joint1 + link2_dir return joint1, end_effector def ik(self, x, y, z): """逆向运动学:给定末端位置(x,y,z),求θ1和θ2""" # θ1 由 x,y 决定(绕Z轴) theta1 = math.atan2(y, x) # 在局部坐标系中,x' = sqrt(x^2 + y^2), z' = z x_prime = math.sqrt(x*x + y*y) z_prime = z # 现在是2D平面问题:连杆1长度l1,连杆2长度l2,目标(x_prime, z_prime) d_sq = x_prime*x_prime + z_prime*z_prime cos_theta2_numerator = d_sq - self.l1**2 - self.l2**2 denominator = 2 * self.l1 * self.l2 if abs(cos_theta2_numerator) > abs(denominator): return None # 不可达 cos_theta2 = np.clip(cos_theta2_numerator / denominator, -1.0, 1.0) theta2 = math.acos(cos_theta2) # 修正方向:确保z方向正确 # 注意:这里假设θ2是向上为正(z>0) # 可扩展为elbow_up/down选择 return theta1, theta2 def update_plot(self): """更新3D图像""" joint1, end_effector = self.fk(self.theta1, self.theta2) # 确保使用numpy数组以避免shape属性问题 joint1_np = np.array(joint1) end_effector_np = np.array(end_effector) # 更新线条 self.line_link1.set_data_3d([0, joint1_np[0]], [0, joint1_np[1]], [0, joint1_np[2]]) self.line_link2.set_data_3d([joint1_np[0], end_effector_np[0]], [joint1_np[1], end_effector_np[1]], [joint1_np[2], end_effector_np[2]]) self.joint_point.set_data_3d([joint1_np[0]], [joint1_np[1]], [joint1_np[2]]) self.end_point.set_data_3d([end_effector_np[0]], [end_effector_np[1]], [end_effector_np[2]]) # 更新角度显示 angle_str = f"θ1 = {self.theta1:+.3f} rad\nθ2= {self.theta2:+.3f} rad" self.angle_text.set_text(angle_str) self.fig.canvas.draw_idle() def on_slider_change(self, val): """滑块变化时更新角度""" self.theta1 = self.slider_theta1.val self.theta2 = self.slider_theta2.val self.update_plot() def show(self): plt.show() # ======================== # 主程序 # ======================== if __name__ == "__main__": print("使用滑块控制空间两自由度机械臂!") arm = SpatialTwoLinkArm(l1=1.0, l2=1.0) arm.show()