包含imr文件读取的惯导初始对准代码
时间: 2024-01-11 19:02:26 浏览: 28
以下是一个基于C++的惯导初始对准代码,它可以读取IMU数据文件并进行惯导初始对准:
```
#include <iostream>
#include <fstream>
#include <string>
#include <cmath>
using namespace std;
// IMU数据结构体
struct IMUData {
double ax, ay, az; // 加速度计测量值
double gx, gy, gz; // 陀螺仪测量值
double mx, my, mz; // 磁力计测量值
double roll, pitch, yaw; // 欧拉角
};
// 惯导初始对准类
class INSAlignment {
public:
INSAlignment() {}
~INSAlignment() {}
// 读取IMU数据文件
void readIMUDataFile(const string& filename) {
ifstream input(filename);
if (!input.is_open()) {
cerr << "Error: Failed to open file " << filename << endl;
return;
}
string line;
while (getline(input, line)) {
IMUData data;
sscanf(line.c_str(), "%lf,%lf,%lf,%lf,%lf,%lf,%lf,%lf,%lf,%lf,%lf,%lf,%lf",
&data.ax, &data.ay, &data.az, &data.gx, &data.gy, &data.gz,
&data.mx, &data.my, &data.mz, &data.roll, &data.pitch, &data.yaw);
imu_data_.push_back(data);
}
input.close();
cout << "Successfully loaded " << imu_data_.size() << " IMU data." << endl;
}
// 惯导初始对准
void insAlignment() {
// 初始化
double roll = imu_data_[0].roll;
double pitch = imu_data_[0].pitch;
double yaw = imu_data_[0].yaw;
double q0 = cos(yaw/2) * cos(pitch/2) * cos(roll/2) + sin(yaw/2) * sin(pitch/2) * sin(roll/2);
double q1 = cos(yaw/2) * cos(pitch/2) * sin(roll/2) - sin(yaw/2) * sin(pitch/2) * cos(roll/2);
double q2 = cos(yaw/2) * sin(pitch/2) * cos(roll/2) + sin(yaw/2) * cos(pitch/2) * sin(roll/2);
double q3 = sin(yaw/2) * cos(pitch/2) * cos(roll/2) - cos(yaw/2) * sin(pitch/2) * sin(roll/2);
double phi = roll;
double theta = pitch;
double psi = yaw;
// 循环处理IMU数据
for (int i = 1; i < imu_data_.size(); ++i) {
double dt = 0.01; // 时间间隔
double ax = imu_data_[i].ax;
double ay = imu_data_[i].ay;
double az = imu_data_[i].az;
double gx = imu_data_[i].gx * M_PI / 180.0;
double gy = imu_data_[i].gy * M_PI / 180.0;
double gz = imu_data_[i].gz * M_PI / 180.0;
double mx = imu_data_[i].mx;
double my = imu_data_[i].my;
double mz = imu_data_[i].mz;
// 更新姿态
double q0_dot = -0.5 * q1 * gx - 0.5 * q2 * gy - 0.5 * q3 * gz;
double q1_dot = 0.5 * q0 * gx + 0.5 * q2 * gz - 0.5 * q3 * gy;
double q2_dot = 0.5 * q0 * gy - 0.5 * q1 * gz + 0.5 * q3 * gx;
double q3_dot = 0.5 * q0 * gz + 0.5 * q1 * gy - 0.5 * q2 * gx;
q0 += q0_dot * dt;
q1 += q1_dot * dt;
q2 += q2_dot * dt;
q3 += q3_dot * dt;
double norm = sqrt(q0*q0 + q1*q1 + q2*q2 + q3*q3);
q0 /= norm;
q1 /= norm;
q2 /= norm;
q3 /= norm;
double m11 = q0*q0 + q1*q1 - q2*q2 - q3*q3;
double m12 = 2 * (q1*q2 + q0*q3);
double m13 = 2 * (q1*q3 - q0*q2);
double m21 = 2 * (q1*q2 - q0*q3);
double m22 = q0*q0 - q1*q1 + q2*q2 - q3*q3;
double m23 = 2 * (q2*q3 + q0*q1);
double m31 = 2 * (q1*q3 + q0*q2);
double m32 = 2 * (q2*q3 - q0*q1);
double m33 = q0*q0 - q1*q1 - q2*q2 + q3*q3;
double hx = mx * m11 + my * m12 + mz * m13;
double hy = mx * m21 + my * m22 + mz * m23;
double hz = mx * m31 + my * m32 + mz * m33;
double bx = sqrt(hx*hx + hy*hy);
double bz = hz;
double phi_dot = gx + gy * sin(phi) * tan(theta) + gz * cos(phi) * tan(theta);
double theta_dot = gy * cos(phi) - gz * sin(phi);
double psi_dot = gy * sin(phi) / cos(theta) + gz * cos(phi) / cos(theta);
phi += phi_dot * dt;
theta += theta_dot * dt;
psi += psi_dot * dt;
// 更新磁力计偏差
double k = 0.01; // 磁力计偏差更新速率
mx -= bx * k;
mz -= bz * k;
imu_data_[i].roll = phi;
imu_data_[i].pitch = theta;
imu_data_[i].yaw = psi;
}
cout << "INS alignment completed." << endl;
}
// 输出姿态角
void printAttitude() {
for (int i = 0; i < imu_data_.size(); ++i) {
cout << "roll: " << imu_data_[i].roll << ", ";
cout << "pitch: " << imu_data_[i].pitch << ", ";
cout << "yaw: " << imu_data_[i].yaw << endl;
}
}
private:
vector<IMUData> imu_data_; // IMU数据
};
int main() {
INSAlignment ins_alignment;
ins_alignment.readIMUDataFile("imu_data.txt");
ins_alignment.insAlignment();
ins_alignment.printAttitude();
return 0;
}
```
其中,IMU数据文件的格式为:
```
ax,ay,az,gx,gy,gz,mx,my,mz,roll,pitch,yaw
```
每行代表一组IMU数据,以逗号分隔,分别表示加速度计测量值($a_x, a_y, a_z$)、陀螺仪测量值($g_x, g_y, g_z$)、磁力计测量值($m_x, m_y, m_z$)以及姿态角($roll, pitch, yaw$)。