Sensor fusion
Sensor fusion: Combining tow or more data source in a way that generates a better understanding of the system Understanding sensor fusion and tracking
Sensor fusion to estimate orientation AHRS: Attitude and Heading Reference System
To describe orientation we need reference frame and specify the rotation in some way:
- Euler angel : Roll, Pitch, Yaw
- DCM: Direction Cosine Matrix
- Quaternion
Dead reckoning
Dead reckoning is a navigation method where you estimate your current position by starting from a known position and integrating motion over time.
Dead reckoning uses this information:
- initial position
- velocity (or distance traveled)
- direction (orientation)
Then it updates the position step by step.
\[
x_{k+1} = x_k + v_x \, dt
$$
$$
y_{k+1} = y_k + v_y \, dt
\]