利用陀螺仪数据计算姿态角时 若已知初始和结束时的姿态角,可以进行正向计算、反向计算吗?如何计算 matlab代码
时间: 2024-01-16 11:02:14 浏览: 143
可以进行正向计算和反向计算。正向计算是指由初始姿态角和陀螺仪数据计算出结束时的姿态角,反向计算则是指由结束时的姿态角和陀螺仪数据计算出初始姿态角。
假设陀螺仪数据包含三轴角速度数据,可以先将角速度数据积分得到角度增量,再根据欧拉角旋转顺序将角度增量转换为姿态角。具体计算方法如下:
首先,定义三个欧拉角分别表示绕 X、Y、Z 轴的旋转角度,可以将姿态角表示为 [roll, pitch, yaw]。初始姿态角可以表示为 [roll_0, pitch_0, yaw_0],结束时的姿态角可以表示为 [roll_f, pitch_f, yaw_f]。
其次,计算角度增量。假设采样时间间隔为 dt,陀螺仪数据为 [wx, wy, wz],则角度增量为:
droll = wx * dt
dpitch = wy * dt
dyaw = wz * dt
然后,根据欧拉角旋转顺序将角度增量转换为姿态角。以 XYZ 旋转顺序为例,表示为:
R = Rz(yaw) * Ry(pitch) * Rx(roll)
其中 Rx(roll)、Ry(pitch)、Rz(yaw) 分别表示绕 X、Y、Z 轴旋转的旋转矩阵。可以使用以下代码计算姿态角:
R = eul2rotm([droll, dpitch, dyaw], 'XYZ');
[roll_f, pitch_f, yaw_f] = rotm2eul(R);
最后,可以使用正向计算或反向计算得到另一个姿态角。正向计算使用初始姿态角和角度增量计算结束时的姿态角,反向计算使用结束时的姿态角和角度增量计算初始姿态角。具体计算方法如下:
正向计算:
[roll_f, pitch_f, yaw_f] = deal(0, 0, 0);
[roll_0, pitch_0, yaw_0] = deal(0, 0, 0);
for i = 1:length(wx)
droll = wx(i) * dt;
dpitch = wy(i) * dt;
dyaw = wz(i) * dt;
R = eul2rotm([droll, dpitch, dyaw], 'XYZ');
[roll_f, pitch_f, yaw_f] = deal(roll_f + droll, pitch_f + dpitch, yaw_f + dyaw);
end
[roll_f, pitch_f, yaw_f] = deal(roll_f + roll_0, pitch_f + pitch_0, yaw_f + yaw_0);
反向计算:
[roll_0, pitch_0, yaw_0] = deal(0, 0, 0);
[roll_f, pitch_f, yaw_f] = deal(0, 0, 0);
for i = length(wx):-1:1
droll = wx(i) * dt;
dpitch = wy(i) * dt;
dyaw = wz(i) * dt;
R = eul2rotm([droll, dpitch, dyaw], 'XYZ');
[roll_0, pitch_0, yaw_0] = deal(roll_0 + droll, pitch_0 + dpitch, yaw_0 + dyaw);
end
[roll_0, pitch_0, yaw_0] = deal(roll_0 + roll_f, pitch_0 + pitch_f, yaw_0 + yaw_f);
需要注意的是,由于积分误差的累积和姿态角的不唯一性,正向计算和反向计算得到的初始姿态角和结束时的姿态角可能存在误差。
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