能不能来个很具体的代码
时间: 2024-03-07 07:46:23 浏览: 19
当然可以,以下是一个使用MPU6050六轴IMU将数据转换为3x3矩阵的C语言代码示例,其中包括了数据校准和滤波的部分,供您参考:
```c
#include <Wire.h>
#include <math.h>
// MPU6050地址
#define MPU6050_ADDR 0x68
// 加速度计和陀螺仪校准参数
float accel_scale_factor[3];
float gyro_scale_factor[3];
// 数据滤波参数
float alpha = 0.5; // 滤波系数
float accel_filtered[3];
float gyro_filtered[3];
// 归一化加速度计数据
void normalize_accel(float *accel, float *accel_norm)
{
float accel_norm_sq = accel[0]*accel[0] + accel[1]*accel[1] + accel[2]*accel[2];
accel_norm[0] = accel[0] / sqrt(accel_norm_sq);
accel_norm[1] = accel[1] / sqrt(accel_norm_sq);
accel_norm[2] = accel[2] / sqrt(accel_norm_sq);
}
// 读取MPU6050数据
void read_mpu6050(float *accel_raw, float *gyro_raw)
{
Wire.beginTransmission(MPU6050_ADDR);
Wire.write(0x3B);
Wire.endTransmission(false);
Wire.requestFrom(MPU6050_ADDR, 14, true);
accel_raw[0] = Wire.read()<<8 | Wire.read(); // X轴加速度计原始数据
accel_raw[1] = Wire.read()<<8 | Wire.read(); // Y轴加速度计原始数据
accel_raw[2] = Wire.read()<<8 | Wire.read(); // Z轴加速度计原始数据
gyro_raw[0] = Wire.read()<<8 | Wire.read(); // X轴陀螺仪原始数据
gyro_raw[1] = Wire.read()<<8 | Wire.read(); // Y轴陀螺仪原始数据
gyro_raw[2] = Wire.read()<<8 | Wire.read(); // Z轴陀螺仪原始数据
}
// 加速度计和陀螺仪校准
void calibrate_mpu6050()
{
float accel_sum[3] = {0};
float gyro_sum[3] = {0};
const int num_samples = 1000;
for (int i = 0; i < num_samples; i++) {
float accel_raw[3], gyro_raw[3];
read_mpu6050(accel_raw, gyro_raw);
for (int j = 0; j < 3; j++) {
accel_sum[j] += accel_raw[j];
gyro_sum[j] += gyro_raw[j];
}
delay(2);
}
for (int j = 0; j < 3; j++) {
accel_scale_factor[j] = accel_sum[j] / num_samples;
gyro_scale_factor[j] = gyro_sum[j] / num_samples;
}
}
// 数据滤波
void filter_data(float *data_raw, float *data_filtered)
{
for (int i = 0; i < 3; i++) {
data_filtered[i] = alpha * data_filtered[i] + (1 - alpha) * (data_raw[i] - accel_scale_factor[i]);
}
}
// 将数据转换为3x3矩阵
void data_to_matrix(float *accel_filtered, float *gyro_filtered, float (*R)[3])
{
float accel_norm[3];
normalize_accel(accel_filtered, accel_norm);
float delta_theta[3];
for (int i = 0; i < 3; i++) {
delta_theta[i] = gyro_filtered[i] - gyro_scale_factor[i];
}
float delta_R[3][3];
delta_R[0][0] = cos(delta_theta[1])*cos(delta_theta[2]);
delta_R[0][1] = sin(delta_theta[0])*sin(delta_theta[1])*cos(delta_theta[2]) - cos(delta_theta[0])*sin(delta_theta[2]);
delta_R[0][2] = cos(delta_theta[0])*sin(delta_theta[1])*cos(delta_theta[2]) + sin(delta_theta[0])*sin(delta_theta[2]);
delta_R[1][0] = cos(delta_theta[1])*sin(delta_theta[2]);
delta_R[1][1] = sin(delta_theta[0])*sin(delta_theta[1])*sin(delta_theta[2]) + cos(delta_theta[0])*cos(delta_theta[2]);
delta_R[1][2] = cos(delta_theta[0])*sin(delta_theta[1])*sin(delta_theta[2]) - sin(delta_theta[0])*cos(delta_theta[2]);
delta_R[2][0] = -sin(delta_theta[1]);
delta_R[2][1] = sin(delta_theta[0])*cos(delta_theta[1]);
delta_R[2][2] = cos(delta_theta[0])*cos(delta_theta[1]);
float b[3];
b[0] = delta_R[1][2]*accel_norm[2] - delta_R[2][2]*accel_norm[1];
b[1] = delta_R[2][0]*accel_norm[1] - delta_R[0][2]*accel_norm[2];
b[2] = delta_R[0][1]*accel_norm[2] - delta_R[1][0]*accel_norm[1];
float c[3];
c[0] = accel_norm[1]*b[2] - accel_norm[2]*b[1];
c[1] = accel_norm[2]*b[0] - accel_norm[0]*b[2];
c[2] = accel_norm[0]*b[1] - accel_norm[1]*b[0];
R[0][0] = accel_norm[0]; R[0][1] = b[0]; R[0][2] = c[0];
R[1][0] = accel_norm[1]; R[1][1] = b[1]; R[1][2] = c[1];
R[2][0] = accel_norm[2]; R[2][1] = b[2]; R[2][2] = c[2];
}
void setup()
{
Wire.begin();
Wire.beginTransmission(MPU6050_ADDR);
Wire.write(0x6B); // PWR_MGMT_1寄存器
Wire.write(0); // 唤醒MPU6050
Wire.endTransmission(true);
calibrate_mpu6050(); // 校准MPU6050
}
void loop()
{
float accel_raw[3], gyro_raw[3];
read_mpu6050(accel_raw, gyro_raw);
filter_data(accel_raw, accel_filtered);
filter_data(gyro_raw, gyro_filtered);
float R[3][3];
data_to_matrix(accel_filtered, gyro_filtered, R);
// TODO: 使用R矩阵进行姿态解算
}
```
需要注意的是,以上代码仅为示例,实际应用中还需要根据具体情况进行调整和优化。