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EKF: Update tuning parameters

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Set conservative defaults as a baseline for tuning
Add a missing parameter for magnetometer observation noise.
Correct error in definition of magnetic heading observations noise (previous parameter defined the variance directly, not the noise).
Scale vertical GPS noise to allow for average EPV to EPH ratio.
Update documentation and display names for consistency.
This commit is contained in:
Paul Riseborough
2016-02-03 17:05:45 +11:00
parent b21a49b3f9
commit 2b1e8fe910
5 changed files with 39 additions and 36 deletions
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EKF/covariance.cpp
+6 -6
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@@ -130,12 +130,12 @@ void Ekf::predictCovariance()
// compute process noise
float process_noise[_k_num_states] = {};
float d_ang_bias_sig = dt * math::constrain(_params.gyro_bias_p_noise, 0.0f, 1e-4f);
float d_vel_bias_sig = dt * math::constrain(_params.accel_bias_p_noise, 1e-6f, 1e-2f);
float d_ang_scale_sig = dt * math::constrain(_params.gyro_scale_p_noise, 1e-6f, 1e-2f);
float mag_I_sig = dt * math::constrain(_params.mag_p_noise, 1e-4f, 1e-1f);
float mag_B_sig = dt * math::constrain(_params.mag_p_noise, 1e-4f, 1e-1f);
float wind_vel_sig = dt * math::constrain(_params.wind_vel_p_noise, 0.01f, 1.0f);
float d_ang_bias_sig = dt * math::constrain(_params.gyro_bias_p_noise, 0.0f, 1e-4f);
float d_vel_bias_sig = dt * math::constrain(_params.accel_bias_p_noise, 0.0f, 1e-2f);
float d_ang_scale_sig = dt * math::constrain(_params.gyro_scale_p_noise, 0.0f, 1e-2f);
float mag_I_sig = dt * math::constrain(_params.mag_p_noise, 0.0f, 1e-1f);
float mag_B_sig = dt * math::constrain(_params.mag_p_noise, 0.0f, 1e-1f);
float wind_vel_sig = dt * math::constrain(_params.wind_vel_p_noise, 0.0f, 1.0f);
for (unsigned i = 0; i < 9; i++) {
process_noise[i] = 0.0f;