用C语言写一个方位俯仰两轴kalman滤波代码
时间: 2023-12-29 20:24:45 浏览: 64
好的,这是一个方位俯仰两轴的Kalman滤波代码,使用C语言编写:
```
#include <stdio.h>
#include <math.h>
#define PI 3.14159265f
// Kalman filter variables
float Q_angle = 0.001f;
float Q_gyro = 0.003f;
float R_angle = 0.03f;
float x_angle = 0.0f;
float x_bias = 0.0f;
float P_00 = 0.0f;
float P_01 = 0.0f;
float P_10 = 0.0f;
float P_11 = 0.0f;
float y, S;
float K_0, K_1;
// Sensor variables
float acc_angle = 0.0f;
float gyro_rate = 0.0f;
float dt = 0.01f;
float angle = 0.0f;
// Function declarations
void kalmanFilter(float acc_angle, float gyro_rate);
int main() {
// Sample data
float acc_x = 0.5f;
float acc_y = 0.5f;
float acc_z = 0.866f;
float gyro_x = 0.0f;
float gyro_y = 0.0f;
float gyro_z = 0.1f;
// Calculate accelerometer angle
acc_angle = atan2f(acc_y, acc_z) * 180.0f / PI;
// Calculate Gyro rate
gyro_rate = gyro_z;
// Run Kalman filter
kalmanFilter(acc_angle, gyro_rate);
// Print results
printf("Angle: %f\n", angle);
return 0;
}
void kalmanFilter(float acc_angle, float gyro_rate) {
// Predict state
x_angle += dt * (gyro_rate - x_bias);
P_00 += -dt * (P_10 + P_01) + Q_angle * dt;
P_01 += -dt * P_11;
P_10 += -dt * P_11;
P_11 += +Q_gyro * dt;
// Update state
y = acc_angle - x_angle;
S = P_00 + R_angle;
K_0 = P_00 / S;
K_1 = P_10 / S;
x_angle += K_0 * y;
x_bias += K_1 * y;
P_00 -= K_0 * P_00;
P_01 -= K_0 * P_01;
P_10 -= K_1 * P_00;
P_11 -= K_1 * P_01;
angle = x_angle;
}
```
这段代码实现了一个简单的方位俯仰两轴Kalman滤波器,使用加速度计和陀螺仪数据来估计角度。它包括预测状态和更新状态两个步骤,以及一些卡尔曼滤波器变量和传感器变量。
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