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2 Commits
| Author | SHA1 | Date | |
|---|---|---|---|
 Daniel Agar
|
ea8354ec66 | ||
|
Daniel Agar
|
14a96033f6 |
+143
-198
@@ -81,21 +81,19 @@ void Ekf::initialiseCovariance()
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}
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// gyro bias
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P(10,10) = sq(_params.switch_on_gyro_bias * dt);
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P(11,11) = P(10,10);
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P(12,12) = P(10,10);
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P.uncorrelateCovarianceSetVariance<3>(10, sq(_params.switch_on_gyro_bias * dt));
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// accel bias
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_prev_dvel_bias_var(0) = P(13,13) = sq(_params.switch_on_accel_bias * dt);
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_prev_dvel_bias_var(1) = P(14,14) = P(13,13);
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_prev_dvel_bias_var(2) = P(15,15) = P(13,13);
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P.uncorrelateCovarianceSetVariance<3>(13, sq(_params.switch_on_accel_bias * dt));
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resetMagCov();
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// mag I
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P.uncorrelateCovarianceSetVariance<3>(16, sq(_params.mag_noise));
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// mag B
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P.uncorrelateCovarianceSetVariance<3>(19, sq(_params.mag_noise));
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// wind
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P(22,22) = sq(_params.initial_wind_uncertainty);
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P(23,23) = P(22,22);
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P.uncorrelateCovarianceSetVariance<2>(22, sq(_params.initial_wind_uncertainty));
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}
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void Ekf::predictCovariance()
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@@ -104,12 +102,6 @@ void Ekf::predictCovariance()
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const float dt = _dt_ekf_avg;
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const float dt_inv = 1.f / dt;
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// convert rate of change of rate gyro bias (rad/s**2) as specified by the parameter to an expected change in delta angle (rad) since the last update
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const float d_ang_bias_sig = dt * dt * math::constrain(_params.gyro_bias_p_noise, 0.0f, 1.0f);
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// convert rate of change of accelerometer bias (m/s**3) as specified by the parameter to an expected change in delta velocity (m/s) since the last update
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const float d_vel_bias_sig = dt * dt * math::constrain(_params.accel_bias_p_noise, 0.0f, 1.0f);
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// inhibit learning of imu accel bias if the manoeuvre levels are too high to protect against the effect of sensor nonlinearities or bad accel data is detected
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// xy accel bias learning is also disabled on ground as those states are poorly observable when perpendicular to the gravity vector
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const float alpha = math::constrain((dt / _params.acc_bias_learn_tc), 0.0f, 1.0f);
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@@ -143,72 +135,78 @@ void Ekf::predictCovariance()
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const bool do_inhibit_axis = do_inhibit_all_axes || _imu_sample_delayed.delta_vel_clipping[index] || !is_bias_observable;
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if (do_inhibit_axis) {
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// store the bias state variances to be reinstated later
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if (!_accel_bias_inhibit[index]) {
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_prev_dvel_bias_var(index) = P(stateIndex, stateIndex);
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_accel_bias_inhibit[index] = true;
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}
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const bool was_inhibited = _state_inhibited[stateIndex];
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_state_inhibited.set(stateIndex, do_inhibit_axis);
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} else {
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if (_accel_bias_inhibit[index]) {
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// reinstate the bias state variances
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P(stateIndex, stateIndex) = _prev_dvel_bias_var(index);
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_accel_bias_inhibit[index] = false;
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}
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if (!was_inhibited && _state_inhibited[stateIndex]) {
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ECL_DEBUG("accel %d now inhibited", index);
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} else if (was_inhibited && !_state_inhibited[stateIndex]) {
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ECL_DEBUG("accel %d no longer inhibited", index);
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}
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}
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// Don't continue to grow the earth field variances if they are becoming too large or we are not doing 3-axis fusion as this can make the covariance matrix badly conditioned
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float mag_I_sig;
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if (_control_status.flags.mag_3D && (P(16, 16) + P(17, 17) + P(18, 18)) < 0.1f) {
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mag_I_sig = dt * math::constrain(_params.mage_p_noise, 0.0f, 1.0f);
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} else {
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mag_I_sig = 0.0f;
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}
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// Don't continue to grow the body field variances if they is becoming too large or we are not doing 3-axis fusion as this can make the covariance matrix badly conditioned
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float mag_B_sig;
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if (_control_status.flags.mag_3D && (P(19, 19) + P(20, 20) + P(21, 21)) < 0.1f) {
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mag_B_sig = dt * math::constrain(_params.magb_p_noise, 0.0f, 1.0f);
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} else {
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mag_B_sig = 0.0f;
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}
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float wind_vel_nsd_scaled;
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// Calculate low pass filtered height rate
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float alpha_height_rate_lpf = 0.1f * dt; // 10 seconds time constant
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_height_rate_lpf = _height_rate_lpf * (1.0f - alpha_height_rate_lpf) + _state.vel(2) * alpha_height_rate_lpf;
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// Don't continue to grow wind velocity state variances if they are becoming too large or we are not using wind velocity states as this can make the covariance matrix badly conditioned
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if (_control_status.flags.wind && (P(22,22) + P(23,23)) < sq(_params.initial_wind_uncertainty)) {
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wind_vel_nsd_scaled = math::constrain(_params.wind_vel_nsd, 0.0f, 1.0f) * (1.0f + _params.wind_vel_nsd_scaler * fabsf(_height_rate_lpf));
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} else {
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wind_vel_nsd_scaled = 0.0f;
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}
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// compute noise variance for stationary processes
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Vector24f process_noise;
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Vector24f process_noise{};
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// Construct the process noise variance diagonal for those states with a stationary process model
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// These are kinematic states and their error growth is controlled separately by the IMU noise variances
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// delta angle bias states
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// convert rate of change of rate gyro bias (rad/s**2) as specified by the parameter to an expected change in delta angle (rad) since the last update
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const float d_ang_bias_sig = dt * dt * math::constrain(_params.gyro_bias_p_noise, 0.f, 1.f);
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process_noise.slice<3, 1>(10, 0) = sq(d_ang_bias_sig);
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// delta_velocity bias states
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// convert rate of change of accelerometer bias (m/s**3) as specified by the parameter to an expected change in delta velocity (m/s) since the last update
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const float d_vel_bias_sig = dt * dt * math::constrain(_params.accel_bias_p_noise, 0.f, 1.f);
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process_noise.slice<3, 1>(13, 0) = sq(d_vel_bias_sig);
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// earth frame magnetic field states
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process_noise.slice<3, 1>(16, 0) = sq(mag_I_sig);
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// body frame magnetic field states
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process_noise.slice<3, 1>(19, 0) = sq(mag_B_sig);
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// wind velocity states
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process_noise.slice<2, 1>(22, 0) = sq(wind_vel_nsd_scaled) * dt;
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// mag states
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if (_control_status.flags.mag_3D) {
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// earth frame magnetic field states (16,17,18)
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// Don't continue to grow the earth field variances if they are becoming too large or we are not doing 3-axis fusion as this can make the covariance matrix badly conditioned
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if ((P(16, 16) + P(17, 17) + P(18, 18)) < 0.1f) {
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float mag_I_sig = dt * math::constrain(_params.mage_p_noise, 0.f, 1.f);
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process_noise.slice<3, 1>(16, 0) = sq(mag_I_sig);
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}
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// body frame magnetic field states (19,20,21)
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// Don't continue to grow the body field variances if they is becoming too large or we are not doing 3-axis fusion as this can make the covariance matrix badly conditioned
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if ((P(19, 19) + P(20, 20) + P(21, 21)) < 0.1f) {
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float mag_B_sig = dt * math::constrain(_params.magb_p_noise, 0.f, 1.f);
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process_noise.slice<3, 1>(19, 0) = sq(mag_B_sig);
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}
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for (int i = 16; i <= 21; i++) {
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_state_inhibited.set(i, false);
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}
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} else {
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for (int i = 16; i <= 21; i++) {
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_state_inhibited.set(i, true);
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}
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}
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// wind velocity states (22, 23)
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// Calculate low pass filtered height rate
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const float alpha_height_rate_lpf = 0.1f * dt; // 10 seconds time constant
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_height_rate_lpf = _height_rate_lpf * (1.f - alpha_height_rate_lpf) + _state.vel(2) * alpha_height_rate_lpf;
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if (_control_status.flags.wind) {
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// Don't continue to grow wind velocity state variances if they are becoming too large or we are not using wind velocity states as this can make the covariance matrix badly conditioned
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if ((P(22,22) + P(23,23)) < sq(_params.initial_wind_uncertainty)) {
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float wind_vel_nsd_scaled = math::constrain(_params.wind_vel_nsd, 0.f, 1.f) * (1.f + _params.wind_vel_nsd_scaler * fabsf(_height_rate_lpf));
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process_noise.slice<2, 1>(22, 0) = sq(wind_vel_nsd_scaled) * dt;
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}
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for (int i = 22; i <= 23; i++) {
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_state_inhibited.set(i, false);
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}
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} else {
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for (int i = 22; i <= 23; i++) {
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_state_inhibited.set(i, true);
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}
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}
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// assign IMU noise variances
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// inputs to the system are 3 delta angles and 3 delta velocities
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@@ -235,31 +233,38 @@ void Ekf::predictCovariance()
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// calculate variances and upper diagonal covariances for quaternion, velocity, position and gyro bias states
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sym::PredictCovariance(getStateAtFusionHorizonAsVector(), P, _imu_sample_delayed.delta_vel, d_vel_var, _imu_sample_delayed.delta_ang, d_ang_var, dt, &nextP);
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// process noise contribution for delta angle states can be very small compared to
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// delta angle process noise contribution can be very small compared to
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// the variances, therefore use algorithm to minimise numerical error
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for (unsigned i = 10; i <= 12; i++) {
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const int index = i - 10;
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nextP(i, i) = kahanSummation(nextP(i, i), process_noise(i), _delta_angle_bias_var_accum(index));
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if (!_state_inhibited[i]) {
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nextP(i, i) = kahanSummation(nextP(i, i), process_noise(i), _delta_angle_bias_var_accum(index));
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} else {
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_delta_angle_bias_var_accum(index) = 0.f;
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}
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}
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// delta velocity process noise contribution can be very small compared to
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// the variances, therefore use algorithm to minimise numerical error
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for (int i = 13; i <= 15; i++) {
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const int index = i - 13;
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if (!_accel_bias_inhibit[index]) {
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// add process noise that is not from the IMU
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// process noise contribution for delta velocity states can be very small compared to
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// the variances, therefore use algorithm to minimise numerical error
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if (!_state_inhibited[i]) {
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nextP(i, i) = kahanSummation(nextP(i, i), process_noise(i), _delta_vel_bias_var_accum(index));
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} else {
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nextP.uncorrelateCovarianceSetVariance<1>(i, _prev_dvel_bias_var(index));
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_delta_vel_bias_var_accum(index) = 0.f;
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}
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}
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// add process noise that is not from the IMU
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for (unsigned i = 16; i <= 23; i++) {
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nextP(i, i) += process_noise(i);
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if (!_state_inhibited[i]) {
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nextP(i, i) += process_noise(i);
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}
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}
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// stop position covariance growth if our total position variance reaches 100m
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@@ -274,27 +279,9 @@ void Ekf::predictCovariance()
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}
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// covariance matrix is symmetrical, so copy upper half to lower half
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for (unsigned row = 0; row <= 15; row++) {
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for (unsigned column = 0 ; column < row; column++) {
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P(row, column) = P(column, row) = nextP(column, row);
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}
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P(row, row) = nextP(row, row);
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}
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if (_control_status.flags.mag_3D) {
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for (unsigned row = 16; row <= 21; row++) {
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for (unsigned column = 0 ; column < row; column++) {
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P(row, column) = P(column, row) = nextP(column, row);
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}
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P(row, row) = nextP(row, row);
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}
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}
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if (_control_status.flags.wind) {
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for (unsigned row = 22; row <= 23; row++) {
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for (unsigned column = 0 ; column < row; column++) {
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for (unsigned row = 0; row < _k_num_states; row++) {
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if (!_state_inhibited[row]) {
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for (unsigned column = 0; column < row; column++) {
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P(row, column) = P(column, row) = nextP(column, row);
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}
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@@ -305,63 +292,22 @@ void Ekf::predictCovariance()
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// fix gross errors in the covariance matrix and ensure rows and
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// columns for un-used states are zero
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fixCovarianceErrors(false);
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}
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void Ekf::fixCovarianceErrors(bool force_symmetry)
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{
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// NOTE: This limiting is a last resort and should not be relied on
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// TODO: Split covariance prediction into separate F*P*transpose(F) and Q contributions
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// and set corresponding entries in Q to zero when states exceed 50% of the limit
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// Covariance diagonal limits. Use same values for states which
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// belong to the same group (e.g. vel_x, vel_y, vel_z)
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float P_lim[8] = {};
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P_lim[0] = 1.0f; // quaternion max var
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P_lim[1] = 1e6f; // velocity max var
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P_lim[2] = 1e6f; // position max var
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P_lim[3] = 1.0f; // gyro bias max var
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P_lim[4] = 1.0f; // delta velocity z bias max var
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P_lim[5] = 1.0f; // earth mag field max var
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P_lim[6] = 1.0f; // body mag field max var
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P_lim[7] = 1e6f; // wind max var
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for (int i = 0; i <= 3; i++) {
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// quaternion states
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P(i, i) = math::constrain(P(i, i), 0.0f, P_lim[0]);
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}
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for (int i = 4; i <= 6; i++) {
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// NED velocity states
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P(i, i) = math::constrain(P(i, i), 1e-6f, P_lim[1]);
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}
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for (int i = 7; i <= 9; i++) {
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// NED position states
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P(i, i) = math::constrain(P(i, i), 1e-6f, P_lim[2]);
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}
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for (int i = 10; i <= 12; i++) {
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// gyro bias states
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P(i, i) = math::constrain(P(i, i), 0.0f, P_lim[3]);
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}
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// force symmetry on the quaternion, velocity and position state covariances
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if (force_symmetry) {
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P.makeRowColSymmetric<13>(0);
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}
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// the following states are optional and are deactivated when not required
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// by ensuring the corresponding covariance matrix values are kept at zero
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// accelerometer bias states
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if (!_accel_bias_inhibit[0] || !_accel_bias_inhibit[1] || !_accel_bias_inhibit[2]) {
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if (!accelBiasInhibited()) {
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// Find the maximum delta velocity bias state variance and request a covariance reset if any variance is below the safe minimum
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const float minSafeStateVar = 1e-9f;
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float maxStateVar = minSafeStateVar;
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bool resetRequired = false;
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for (uint8_t stateIndex = 13; stateIndex <= 15; stateIndex++) {
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if (_accel_bias_inhibit[stateIndex - 13]) {
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if (_state_inhibited[stateIndex]) {
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// Skip the check for the inhibited axis
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continue;
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}
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@@ -381,7 +327,7 @@ void Ekf::fixCovarianceErrors(bool force_symmetry)
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float minAllowedStateVar = fmaxf(0.01f * maxStateVar, minStateVarTarget);
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for (uint8_t stateIndex = 13; stateIndex <= 15; stateIndex++) {
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if (_accel_bias_inhibit[stateIndex - 13]) {
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if (_state_inhibited[stateIndex]) {
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// Skip the check for the inhibited axis
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continue;
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}
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@@ -392,6 +338,7 @@ void Ekf::fixCovarianceErrors(bool force_symmetry)
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// If any one axis has fallen below the safe minimum, all delta velocity covariance terms must be reset to zero
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if (resetRequired) {
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ECL_ERR("accel bias reset required (fixCovarianceErrors)");
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P.uncorrelateCovariance<3>(13);
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}
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@@ -413,7 +360,6 @@ void Ekf::fixCovarianceErrors(bool force_symmetry)
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bool bad_z_rng = _control_status.flags.rng_hgt && (down_dvel_bias * _aid_src_rng_hgt.innovation < 0.0f);
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bool bad_z_ev = _control_status.flags.ev_hgt && (down_dvel_bias * _aid_src_ev_hgt.innovation < 0.0f);
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if (bad_z_baro || bad_z_gps || bad_z_rng || bad_z_ev) {
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bad_acc_bias = true;
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}
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@@ -439,50 +385,68 @@ void Ekf::fixCovarianceErrors(bool force_symmetry)
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_fault_status.flags.bad_acc_bias = false;
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_warning_events.flags.invalid_accel_bias_cov_reset = true;
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ECL_WARN("invalid accel bias - covariance reset");
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} else if (force_symmetry) {
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// ensure the covariance values are symmetrical
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P.makeRowColSymmetric<3>(13);
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}
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}
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// magnetic field states
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if (!_control_status.flags.mag_3D) {
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zeroMagCov();
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} else {
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// constrain variances
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for (int i = 16; i <= 18; i++) {
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P(i, i) = math::constrain(P(i, i), 0.0f, P_lim[5]);
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// uncorrelate all inhibited states
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for (unsigned i = 0; i < _k_num_states; i++) {
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if (_state_inhibited[i]) {
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P.uncorrelateCovariance<1>(i);
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}
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for (int i = 19; i <= 21; i++) {
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P(i, i) = math::constrain(P(i, i), 0.0f, P_lim[6]);
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}
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// force symmetry
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if (force_symmetry) {
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P.makeRowColSymmetric<3>(16);
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P.makeRowColSymmetric<3>(19);
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}
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}
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// wind velocity states
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if (!_control_status.flags.wind) {
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P.uncorrelateCovarianceSetVariance<2>(22, 0.0f);
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// constrain variances
|
||||
// NOTE: This limiting is a last resort and should not be relied on
|
||||
// TODO: Split covariance prediction into separate F*P*transpose(F) and Q contributions
|
||||
// and set corresponding entries in Q to zero when states exceed 50% of the limit
|
||||
// Covariance diagonal limits. Use same values for states which
|
||||
// belong to the same group (e.g. vel_x, vel_y, vel_z)
|
||||
|
||||
} else {
|
||||
// constrain variances
|
||||
for (int i = 22; i <= 23; i++) {
|
||||
P(i, i) = math::constrain(P(i, i), 0.0f, P_lim[7]);
|
||||
}
|
||||
// quaternion states
|
||||
for (int i = 0; i <= 3; i++) {
|
||||
P(i, i) = math::constrain(P(i, i), 0.f, 1.f);
|
||||
}
|
||||
|
||||
// force symmetry
|
||||
if (force_symmetry) {
|
||||
P.makeRowColSymmetric<2>(22);
|
||||
}
|
||||
// NED velocity states
|
||||
for (int i = 4; i <= 6; i++) {
|
||||
P(i, i) = math::constrain(P(i, i), 1e-6f, 1e6f);
|
||||
}
|
||||
|
||||
// NED position states
|
||||
for (int i = 7; i <= 9; i++) {
|
||||
P(i, i) = math::constrain(P(i, i), 1e-6f, 1e6f);
|
||||
}
|
||||
|
||||
// gyro bias states
|
||||
for (int i = 10; i <= 12; i++) {
|
||||
P(i, i) = math::constrain(P(i, i), 0.f, 1.f);
|
||||
}
|
||||
|
||||
// accel bias states
|
||||
for (int i = 13; i <= 15; i++) {
|
||||
P(i, i) = math::constrain(P(i, i), 0.f, 1.f);
|
||||
}
|
||||
|
||||
// earth mag field
|
||||
for (int i = 16; i <= 18; i++) {
|
||||
P(i, i) = math::constrain(P(i, i), 0.f, 1.f);
|
||||
}
|
||||
|
||||
// body mag field
|
||||
for (int i = 19; i <= 21; i++) {
|
||||
P(i, i) = math::constrain(P(i, i), 0.f, 1.f);
|
||||
}
|
||||
|
||||
// wind velocity
|
||||
for (int i = 22; i <= 23; i++) {
|
||||
P(i, i) = math::constrain(P(i, i), 0.f, 1e6f);
|
||||
}
|
||||
|
||||
|
||||
// force symmetry on all state covariances
|
||||
if (force_symmetry) {
|
||||
P.makeRowColSymmetric<_k_num_states>(0);
|
||||
}
|
||||
}
|
||||
|
||||
@@ -529,29 +493,10 @@ void Ekf::resetMagCov()
|
||||
{
|
||||
// reset the corresponding rows and columns in the covariance matrix and
|
||||
// set the variances on the magnetic field states to the measurement variance
|
||||
clearMagCov();
|
||||
_mag_decl_cov_reset = false;
|
||||
|
||||
P.uncorrelateCovarianceSetVariance<3>(16, sq(_params.mag_noise));
|
||||
P.uncorrelateCovarianceSetVariance<3>(19, sq(_params.mag_noise));
|
||||
|
||||
if (!_control_status.flags.mag_3D) {
|
||||
// save covariance data for re-use when auto-switching between heading and 3-axis fusion
|
||||
// if already in 3-axis fusion mode, the covariances are automatically saved when switching out
|
||||
// of this mode
|
||||
saveMagCovData();
|
||||
}
|
||||
}
|
||||
|
||||
void Ekf::clearMagCov()
|
||||
{
|
||||
zeroMagCov();
|
||||
_mag_decl_cov_reset = false;
|
||||
}
|
||||
|
||||
void Ekf::zeroMagCov()
|
||||
{
|
||||
P.uncorrelateCovarianceSetVariance<3>(16, 0.0f);
|
||||
P.uncorrelateCovarianceSetVariance<3>(19, 0.0f);
|
||||
}
|
||||
|
||||
void Ekf::resetZDeltaAngBiasCov()
|
||||
|
||||
@@ -83,8 +83,6 @@ void Ekf::reset()
|
||||
_fault_status.value = 0;
|
||||
_innov_check_fail_status.value = 0;
|
||||
|
||||
_prev_dvel_bias_var.zero();
|
||||
|
||||
resetGpsDriftCheckFilters();
|
||||
}
|
||||
|
||||
|
||||
+11
-24
@@ -49,6 +49,8 @@
|
||||
#include "bias_estimator.hpp"
|
||||
#include "height_bias_estimator.hpp"
|
||||
|
||||
#include <containers/Bitset.hpp>
|
||||
|
||||
#include <uORB/topics/estimator_aid_source_1d.h>
|
||||
#include <uORB/topics/estimator_aid_source_2d.h>
|
||||
#include <uORB/topics/estimator_aid_source_3d.h>
|
||||
@@ -312,25 +314,19 @@ public:
|
||||
Vector3f getGyroBias() const { return _state.delta_ang_bias / _dt_ekf_avg; } // get the gyroscope bias in rad/s
|
||||
Vector3f getGyroBiasVariance() const { return Vector3f{P(10, 10), P(11, 11), P(12, 12)} / sq(_dt_ekf_avg); } // get the gyroscope bias variance in rad/s
|
||||
float getGyroBiasLimit() const { return math::radians(20.f); } // 20 degrees/s
|
||||
bool gyroBiasInhibited() const { return _state_inhibited[10] || _state_inhibited[11] || _state_inhibited[12]; }
|
||||
|
||||
// accel bias (states 13, 14, 15)
|
||||
Vector3f getAccelBias() const { return _state.delta_vel_bias / _dt_ekf_avg; } // get the accelerometer bias in m/s**2
|
||||
Vector3f getAccelBiasVariance() const { return Vector3f{P(13, 13), P(14, 14), P(15, 15)} / sq(_dt_ekf_avg); } // get the accelerometer bias variance in m/s**2
|
||||
float getAccelBiasLimit() const { return _params.acc_bias_lim; }
|
||||
bool accelBiasInhibited() const { return _state_inhibited[13] || _state_inhibited[14] || _state_inhibited[15]; }
|
||||
|
||||
// mag bias (states 19, 20, 21)
|
||||
const Vector3f &getMagBias() const { return _state.mag_B; }
|
||||
Vector3f getMagBiasVariance() const
|
||||
{
|
||||
if (_control_status.flags.mag_3D) {
|
||||
return Vector3f{P(19, 19), P(20, 20), P(21, 21)};
|
||||
}
|
||||
|
||||
return _saved_mag_bf_variance;
|
||||
}
|
||||
Vector3f getMagBiasVariance() const { return Vector3f{P(19, 19), P(20, 20), P(21, 21)}; }
|
||||
float getMagBiasLimit() const { return 0.5f; } // 0.5 Gauss
|
||||
|
||||
bool accel_bias_inhibited() const { return _accel_bias_inhibit[0] || _accel_bias_inhibit[1] || _accel_bias_inhibit[2]; }
|
||||
bool magBiasInhibited() const { return _state_inhibited[19] || _state_inhibited[20] || _state_inhibited[21]; }
|
||||
|
||||
const auto &state_reset_status() const { return _state_reset_status; }
|
||||
|
||||
@@ -468,6 +464,8 @@ private:
|
||||
|
||||
stateSample _state{}; ///< state struct of the ekf running at the delayed time horizon
|
||||
|
||||
px4::Bitset<_k_num_states> _state_inhibited{};
|
||||
|
||||
bool _filter_initialised{false}; ///< true when the EKF sttes and covariances been initialised
|
||||
|
||||
// variables used when position data is being fused using a relative position odometry model
|
||||
@@ -611,18 +609,13 @@ private:
|
||||
float _last_on_ground_posD{0.0f}; ///< last vertical position when the in_air status was false (m)
|
||||
uint64_t _flt_mag_align_start_time{0}; ///< time that inflight magnetic field alignment started (uSec)
|
||||
uint64_t _time_last_mov_3d_mag_suitable{0}; ///< last system time that sufficient movement to use 3-axis magnetometer fusion was detected (uSec)
|
||||
Vector3f _saved_mag_bf_variance {}; ///< magnetic field state variances that have been saved for use at the next initialisation (Gauss**2)
|
||||
Matrix2f _saved_mag_ef_ne_covmat{}; ///< NE magnetic field state covariance sub-matrix saved for use at the next initialisation (Gauss**2)
|
||||
float _saved_mag_ef_d_variance{}; ///< D magnetic field state variance saved for use at the next initialisation (Gauss**2)
|
||||
|
||||
gps_check_fail_status_u _gps_check_fail_status{};
|
||||
|
||||
// variables used to inhibit accel bias learning
|
||||
bool _accel_bias_inhibit[3] {}; ///< true when the accel bias learning is being inhibited for the specified axis
|
||||
Vector3f _accel_vec_filt{}; ///< acceleration vector after application of a low pass filter (m/sec**2)
|
||||
float _accel_magnitude_filt{0.0f}; ///< acceleration magnitude after application of a decaying envelope filter (rad/sec)
|
||||
float _ang_rate_magnitude_filt{0.0f}; ///< angular rate magnitude after application of a decaying envelope filter (rad/sec)
|
||||
Vector3f _prev_dvel_bias_var{}; ///< saved delta velocity XYZ bias variances (m/sec)**2
|
||||
|
||||
// Terrain height state estimation
|
||||
float _terrain_vpos{0.0f}; ///< estimated vertical position of the terrain underneath the vehicle in local NED frame (m)
|
||||
@@ -836,9 +829,9 @@ private:
|
||||
template <size_t ...Idxs>
|
||||
bool measurementUpdate(Vector24f &K, const SparseVector24f<Idxs...> &H, float innovation)
|
||||
{
|
||||
for (unsigned i = 0; i < 3; i++) {
|
||||
if (_accel_bias_inhibit[i]) {
|
||||
K(13 + i) = 0.0f;
|
||||
for (unsigned i = 0; i < _k_num_states; i++) {
|
||||
if (_state_inhibited[i]) {
|
||||
K(i) = 0.f;
|
||||
}
|
||||
}
|
||||
|
||||
@@ -1023,12 +1016,6 @@ private:
|
||||
// Argument is additional yaw variance in rad**2
|
||||
void increaseQuatYawErrVariance(float yaw_variance);
|
||||
|
||||
// load and save mag field state covariance data for re-use
|
||||
void loadMagCovData();
|
||||
void saveMagCovData();
|
||||
void clearMagCov();
|
||||
void zeroMagCov();
|
||||
|
||||
void resetZDeltaAngBiasCov();
|
||||
|
||||
// uncorrelate quaternion states from other states
|
||||
|
||||
@@ -854,9 +854,6 @@ void Ekf::resetAccelBias()
|
||||
// Zero the corresponding covariances and set
|
||||
// variances to the values use for initial alignment
|
||||
P.uncorrelateCovarianceSetVariance<3>(13, sq(_params.switch_on_accel_bias * _dt_ekf_avg));
|
||||
|
||||
// Set previous frame values
|
||||
_prev_dvel_bias_var = P.slice<3, 3>(13, 13).diag();
|
||||
}
|
||||
|
||||
void Ekf::resetMagBiasAndYaw()
|
||||
@@ -868,9 +865,6 @@ void Ekf::resetMagBiasAndYaw()
|
||||
// variances to the values use for initial alignment
|
||||
P.uncorrelateCovarianceSetVariance<3>(19, sq(_params.mag_noise));
|
||||
|
||||
// reset any saved covariance data for re-use when auto-switching between heading and 3-axis fusion
|
||||
_saved_mag_bf_variance.zero();
|
||||
|
||||
if (_control_status.flags.mag_hdg || _control_status.flags.mag_3D) {
|
||||
_mag_yaw_reset_req = true;
|
||||
}
|
||||
@@ -1236,15 +1230,13 @@ void Ekf::stopMagFusion()
|
||||
{
|
||||
stopMag3DFusion();
|
||||
stopMagHdgFusion();
|
||||
clearMagCov();
|
||||
_mag_decl_cov_reset = false;
|
||||
}
|
||||
|
||||
void Ekf::stopMag3DFusion()
|
||||
{
|
||||
// save covariance data for re-use if currently doing 3-axis fusion
|
||||
if (_control_status.flags.mag_3D) {
|
||||
saveMagCovData();
|
||||
|
||||
_control_status.flags.mag_3D = false;
|
||||
_control_status.flags.mag_dec = false;
|
||||
|
||||
@@ -1277,11 +1269,7 @@ void Ekf::startMagHdgFusion()
|
||||
void Ekf::startMag3DFusion()
|
||||
{
|
||||
if (!_control_status.flags.mag_3D) {
|
||||
|
||||
stopMagHdgFusion();
|
||||
|
||||
zeroMagCov();
|
||||
loadMagCovData();
|
||||
_control_status.flags.mag_3D = true;
|
||||
}
|
||||
}
|
||||
@@ -1424,35 +1412,6 @@ void Ekf::increaseQuatYawErrVariance(float yaw_variance)
|
||||
P(3,2) -= yaw_variance*SQ[0]*SQ[3];
|
||||
}
|
||||
|
||||
// save covariance data for re-use when auto-switching between heading and 3-axis fusion
|
||||
void Ekf::saveMagCovData()
|
||||
{
|
||||
// save variances for XYZ body axis field
|
||||
_saved_mag_bf_variance(0) = P(19, 19);
|
||||
_saved_mag_bf_variance(1) = P(20, 20);
|
||||
_saved_mag_bf_variance(2) = P(21, 21);
|
||||
|
||||
// save the NE axis covariance sub-matrix
|
||||
_saved_mag_ef_ne_covmat = P.slice<2, 2>(16, 16);
|
||||
|
||||
// save variance for the D earth axis
|
||||
_saved_mag_ef_d_variance = P(18, 18);
|
||||
}
|
||||
|
||||
void Ekf::loadMagCovData()
|
||||
{
|
||||
// re-instate variances for the XYZ body axis field
|
||||
P(19, 19) = _saved_mag_bf_variance(0);
|
||||
P(20, 20) = _saved_mag_bf_variance(1);
|
||||
P(21, 21) = _saved_mag_bf_variance(2);
|
||||
|
||||
// re-instate the NE axis covariance sub-matrix
|
||||
P.slice<2, 2>(16, 16) = _saved_mag_ef_ne_covmat;
|
||||
|
||||
// re-instate the D earth axis variance
|
||||
P(18, 18) = _saved_mag_ef_d_variance;
|
||||
}
|
||||
|
||||
void Ekf::startAirspeedFusion()
|
||||
{
|
||||
// If starting wind state estimation, reset the wind states and covariances before fusing any data
|
||||
|
||||
@@ -386,7 +386,7 @@ void Ekf::run3DMagAndDeclFusions(const Vector3f &mag)
|
||||
// states for the first few observations.
|
||||
fuseDeclination(0.02f);
|
||||
_mag_decl_cov_reset = true;
|
||||
fuseMag(mag, _aid_src_mag, update_all_states);
|
||||
fuseMag(mag, _aid_src_mag, false);
|
||||
|
||||
} else {
|
||||
// The normal sequence is to fuse the magnetometer data first before fusing
|
||||
|
||||
@@ -629,48 +629,28 @@ bool Ekf::fuseYaw(const float innovation, const float variance, estimator_aid_so
|
||||
_innov_check_fail_status.flags.reject_yaw = false;
|
||||
}
|
||||
|
||||
// apply covariance correction via P_new = (I -K*H)*P
|
||||
// first calculate expression for KHP
|
||||
// then calculate P - KHP
|
||||
SquareMatrix24f KHP;
|
||||
float KH[4];
|
||||
// copy observation jacobian
|
||||
SparseVector24f<0,1,2,3> Hfusion;
|
||||
Hfusion.at<0>() = H_YAW(0);
|
||||
Hfusion.at<1>() = H_YAW(1);
|
||||
Hfusion.at<2>() = H_YAW(2);
|
||||
Hfusion.at<3>() = H_YAW(3);
|
||||
|
||||
for (unsigned row = 0; row < _k_num_states; row++) {
|
||||
|
||||
KH[0] = Kfusion(row) * H_YAW(0);
|
||||
KH[1] = Kfusion(row) * H_YAW(1);
|
||||
KH[2] = Kfusion(row) * H_YAW(2);
|
||||
KH[3] = Kfusion(row) * H_YAW(3);
|
||||
|
||||
for (unsigned column = 0; column < _k_num_states; column++) {
|
||||
float tmp = KH[0] * P(0, column);
|
||||
tmp += KH[1] * P(1, column);
|
||||
tmp += KH[2] * P(2, column);
|
||||
tmp += KH[3] * P(3, column);
|
||||
KHP(row, column) = tmp;
|
||||
}
|
||||
}
|
||||
|
||||
const bool healthy = checkAndFixCovarianceUpdate(KHP);
|
||||
|
||||
_fault_status.flags.bad_hdg = !healthy;
|
||||
|
||||
if (healthy) {
|
||||
// apply the covariance corrections
|
||||
P -= KHP;
|
||||
|
||||
fixCovarianceErrors(true);
|
||||
|
||||
// apply the state corrections
|
||||
fuse(Kfusion, aid_src_status.innovation);
|
||||
if (measurementUpdate(Kfusion, Hfusion, aid_src_status.innovation)) {
|
||||
|
||||
_time_last_heading_fuse = _imu_sample_delayed.time_us;
|
||||
|
||||
aid_src_status.time_last_fuse = _imu_sample_delayed.time_us;
|
||||
aid_src_status.fused = true;
|
||||
|
||||
_fault_status.flags.bad_hdg = false;
|
||||
|
||||
return true;
|
||||
}
|
||||
|
||||
// otherwise
|
||||
aid_src_status.fused = false;
|
||||
_fault_status.flags.bad_hdg = true;
|
||||
return false;
|
||||
}
|
||||
|
||||
|
||||
@@ -197,7 +197,12 @@ bool Ekf::fuseVelPosHeight(const float innov, const float innov_var, const int o
|
||||
|
||||
// calculate kalman gain K = PHS, where S = 1/innovation variance
|
||||
for (int row = 0; row < _k_num_states; row++) {
|
||||
Kfusion(row) = P(row, state_index) / innov_var;
|
||||
if (!_state_inhibited[row]) {
|
||||
Kfusion(row) = P(row, state_index) / innov_var;
|
||||
|
||||
} else {
|
||||
Kfusion(row) = 0.f;
|
||||
}
|
||||
}
|
||||
|
||||
SquareMatrix24f KHP;
|
||||
@@ -208,18 +213,7 @@ bool Ekf::fuseVelPosHeight(const float innov, const float innov_var, const int o
|
||||
}
|
||||
}
|
||||
|
||||
// if the covariance correction will result in a negative variance, then
|
||||
// the covariance matrix is unhealthy and must be corrected
|
||||
bool healthy = true;
|
||||
|
||||
for (int i = 0; i < _k_num_states; i++) {
|
||||
if (P(i, i) < KHP(i, i)) {
|
||||
// zero rows and columns
|
||||
P.uncorrelateCovarianceSetVariance<1>(i, 0.0f);
|
||||
|
||||
healthy = false;
|
||||
}
|
||||
}
|
||||
const bool healthy = checkAndFixCovarianceUpdate(KHP);
|
||||
|
||||
setVelPosStatus(obs_index, healthy);
|
||||
|
||||
|
||||
@@ -2139,7 +2139,7 @@ void EKF2::UpdateAccelCalibration(const hrt_abstime ×tamp)
|
||||
&& !_ekf.fault_status_flags().bad_acc_vertical
|
||||
&& !_ekf.warning_event_flags().invalid_accel_bias_cov_reset;
|
||||
|
||||
const bool learning_valid = bias_valid && !_ekf.accel_bias_inhibited();
|
||||
const bool learning_valid = bias_valid && !_ekf.accelBiasInhibited();
|
||||
|
||||
UpdateCalibration(timestamp, _accel_cal, _ekf.getAccelBias(), _ekf.getAccelBiasVariance(), _ekf.getAccelBiasLimit(),
|
||||
bias_valid, learning_valid);
|
||||
@@ -2151,7 +2151,7 @@ void EKF2::UpdateGyroCalibration(const hrt_abstime ×tamp)
|
||||
const bool bias_valid = _ekf.control_status_flags().tilt_align
|
||||
&& (_ekf.fault_status().value == 0);
|
||||
|
||||
const bool learning_valid = bias_valid; // TODO
|
||||
const bool learning_valid = bias_valid && !_ekf.gyroBiasInhibited();
|
||||
|
||||
UpdateCalibration(timestamp, _gyro_cal, _ekf.getGyroBias(), _ekf.getGyroBiasVariance(), _ekf.getGyroBiasLimit(),
|
||||
bias_valid, learning_valid);
|
||||
@@ -2164,7 +2164,7 @@ void EKF2::UpdateMagCalibration(const hrt_abstime ×tamp)
|
||||
&& !_ekf.control_status_flags().mag_fault
|
||||
&& !_ekf.control_status_flags().mag_field_disturbed;
|
||||
|
||||
const bool learning_valid = bias_valid && _ekf.control_status_flags().mag_3D;
|
||||
const bool learning_valid = bias_valid && !_ekf.magBiasInhibited();
|
||||
|
||||
UpdateCalibration(timestamp, _mag_cal, _ekf.getMagBias(), _ekf.getMagBiasVariance(), _ekf.getMagBiasLimit(),
|
||||
bias_valid, learning_valid);
|
||||
|
||||
@@ -1,391 +1,391 @@
|
||||
Timestamp,state[0],state[1],state[2],state[3],state[4],state[5],state[6],state[7],state[8],state[9],state[10],state[11],state[12],state[13],state[14],state[15],state[16],state[17],state[18],state[19],state[20],state[21],state[22],state[23],variance[0],variance[1],variance[2],variance[3],variance[4],variance[5],variance[6],variance[7],variance[8],variance[9],variance[10],variance[11],variance[12],variance[13],variance[14],variance[15],variance[16],variance[17],variance[18],variance[19],variance[20],variance[21],variance[22],variance[23]
|
||||
10000,1,-0.0107,-0.0106,-0.000114,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
|
||||
90000,1,-0.0107,-0.01,-0.0217,-0.00105,0.000836,-0.011,-5.7e-05,2.62e-05,-0.00039,0,0,0,0,0,0,0.192,9.31e-10,0.404,0,0,0,0,0,1.54e-06,0.00251,0.00251,0.00209,0.255,0.255,0.563,0.251,0.251,4,1e-06,1e-06,9.99e-07,4e-06,4e-06,4e-06,0,0,0,0,0,0,0,0
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||||
190000,1,-0.0107,-0.0103,-0.0218,-0.00122,1.78e-05,-0.0254,-0.000141,5.9e-05,-0.00221,0,0,0,0,0,0,0.192,9.31e-10,0.404,0,0,0,0,0,1.13e-06,0.00257,0.00257,0.00116,0.28,0.28,0.564,0.257,0.257,1,1e-06,1e-06,9.93e-07,4e-06,4e-06,4e-06,0,0,0,0,0,0,0,0
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||||
290000,1,-0.0107,-0.0106,-0.0217,0.000474,0.000421,-0.0393,1.67e-05,-4.63e-06,-0.00542,0,0,0,0,0,0,0.192,9.31e-10,0.404,0,0,0,0,0,1.01e-06,0.00268,0.00268,0.000837,25,25,0.564,100,100,0.366,1e-06,1e-06,9.76e-07,4e-06,4e-06,4e-06,0,0,0,0,0,0,0,0
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||||
390000,1,-0.0108,-0.0109,-0.0217,0.00124,0.000158,-0.0539,0.000102,4.68e-05,-0.0101,0,0,0,0,0,0,0.192,9.31e-10,0.404,0,0,0,0,0,9.84e-07,0.00284,0.00284,0.000692,25,25,0.561,101,101,0.218,1e-06,1e-06,9.45e-07,4e-06,4e-06,4e-06,0,0,0,0,0,0,0,0
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||||
490000,1,-0.0108,-0.0113,-0.0218,0.00303,-0.000864,-0.0693,0.00017,-4.71e-05,-0.0163,2.61e-12,-7.74e-12,-8.93e-14,0,0,-1.79e-13,0.192,9.31e-10,0.404,0,0,0,0,0,1.02e-06,0.00305,0.00305,0.000625,24.8,24.8,0.551,0.373,0.373,0.163,1e-06,1e-06,8.99e-07,4e-06,4e-06,4e-06,0,0,0,0,0,0,0,0
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||||
590000,1,-0.0109,-0.0116,-0.0218,0.00444,-0.000548,-0.0825,0.000551,-0.000115,-0.0238,2.61e-12,-7.74e-12,-8.93e-14,0,0,-1.79e-13,0.192,9.31e-10,0.404,0,0,0,0,0,1.09e-06,0.00331,0.00331,0.000596,24.9,24.9,0.535,0.971,0.971,0.143,1e-06,1e-06,8.38e-07,4e-06,4e-06,4e-06,0,0,0,0,0,0,0,0
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690000,1,-0.011,-0.0118,-0.0217,0.00398,-0.00131,-0.0977,0.000301,-0.0001,-0.0328,-1.72e-09,-1.03e-08,1.16e-10,0,0,-3.08e-10,0.192,9.31e-10,0.404,0,0,0,0,0,1.19e-06,0.00361,0.00361,0.000587,7.83,7.83,0.506,0.337,0.337,0.131,1e-06,1e-06,7.67e-07,4e-06,4e-06,3.99e-06,0,0,0,0,0,0,0,0
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790000,1,-0.0111,-0.0122,-0.0217,0.00556,-0.00143,-0.112,0.000762,-0.000254,-0.0433,-1.72e-09,-1.03e-08,1.16e-10,0,0,-3.08e-10,0.192,9.31e-10,0.404,0,0,0,0,0,1.31e-06,0.00397,0.00397,0.000586,7.91,7.91,0.476,0.674,0.674,0.13,1e-06,1e-06,6.89e-07,4e-06,4e-06,3.99e-06,0,0,0,0,0,0,0,0
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||||
890000,1,-0.0112,-0.0124,-0.0217,0.00696,-0.002,-0.127,0.000535,-0.00018,-0.0552,-1.16e-08,-4.53e-08,6.34e-10,0,0,-1.13e-09,0.192,9.31e-10,0.404,0,0,0,0,0,1.45e-06,0.00435,0.00435,0.000586,2.67,2.67,0.482,0.256,0.256,0.165,9.98e-07,9.99e-07,6.1e-07,4e-06,4e-06,3.99e-06,0,0,0,0,0,0,0,0
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990000,1,-0.0113,-0.0127,-0.0217,0.0106,-0.00391,-0.142,0.00141,-0.000459,-0.0687,-1.16e-08,-4.53e-08,6.34e-10,0,0,-1.13e-09,0.192,9.31e-10,0.404,0,0,0,0,0,1.61e-06,0.00481,0.00481,0.000585,2.78,2.78,0.489,0.418,0.418,0.21,9.98e-07,9.99e-07,5.34e-07,4e-06,4e-06,3.99e-06,0,0,0,0,0,0,0,0
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||||
1090000,1,-0.0113,-0.013,-0.0217,0.0113,-0.00459,-0.157,0.00109,-0.000405,-0.0836,-5.98e-08,-2.07e-07,2.85e-09,0,0,-4.12e-09,0.192,9.31e-10,0.404,0,0,0,0,0,1.78e-06,0.00524,0.00524,0.00058,1.32,1.32,0.496,0.202,0.202,0.265,9.94e-07,9.94e-07,4.63e-07,4e-06,4e-06,3.99e-06,0,0,0,0,0,0,0,0
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1190000,1,-0.0114,-0.0133,-0.0217,0.0151,-0.00658,-0.172,0.00238,-0.000961,-0.1,-5.98e-08,-2.07e-07,2.85e-09,0,0,-4.12e-09,0.192,9.31e-10,0.404,0,0,0,0,0,1.98e-06,0.0058,0.0058,0.000571,1.48,1.48,0.505,0.298,0.298,0.33,9.94e-07,9.94e-07,4e-07,4e-06,4e-06,3.99e-06,0,0,0,0,0,0,0,0
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1290000,1,-0.0114,-0.0135,-0.0216,0.0155,-0.00646,-0.185,0.00185,-0.000775,-0.118,-2.62e-07,-7.61e-07,1.11e-08,0,0,-1.31e-08,0.192,9.31e-10,0.404,0,0,0,0,0,2.13e-06,0.00617,0.00617,0.000559,0.951,0.952,0.514,0.169,0.169,0.406,9.79e-07,9.79e-07,3.45e-07,4e-06,4e-06,3.99e-06,0,0,0,0,0,0,0,0
|
||||
1390000,1,-0.0115,-0.0138,-0.0216,0.0211,-0.00882,-0.198,0.00371,-0.00152,-0.137,-2.62e-07,-7.61e-07,1.11e-08,0,0,-1.31e-08,0.192,9.31e-10,0.404,0,0,0,0,0,2.38e-06,0.0068,0.0068,0.000546,1.18,1.18,0.524,0.24,0.24,0.492,9.79e-07,9.79e-07,2.97e-07,4e-06,4e-06,3.99e-06,0,0,0,0,0,0,0,0
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||||
1490000,1,-0.0115,-0.0139,-0.0217,0.0211,-0.00826,-0.212,0.00288,-0.00116,-0.158,-7.84e-07,-2.24e-06,3.14e-08,0,0,-3.37e-08,0.192,9.31e-10,0.404,0,0,0,0,0,2.46e-06,0.00688,0.00688,0.00053,0.92,0.92,0.535,0.15,0.15,0.59,9.4e-07,9.41e-07,2.56e-07,4e-06,4e-06,3.99e-06,0,0,0,0,0,0,0,0
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||||
1590000,1,-0.0116,-0.0142,-0.0217,0.0273,-0.00961,-0.225,0.00528,-0.00204,-0.179,-7.84e-07,-2.24e-06,3.14e-08,0,0,-3.37e-08,0.192,9.31e-10,0.404,0,0,0,0,0,2.74e-06,0.00756,0.00756,0.000514,1.21,1.21,0.546,0.215,0.215,0.699,9.4e-07,9.41e-07,2.21e-07,4e-06,4e-06,3.99e-06,0,0,0,0,0,0,0,0
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||||
1690000,1,-0.0116,-0.014,-0.0217,0.0267,-0.0105,-0.238,0.00393,-0.00151,-0.203,-1.79e-06,-5.25e-06,6.92e-08,0,0,-7.04e-08,0.192,9.31e-10,0.404,0,0,0,0,0,2.63e-06,0.00707,0.00707,0.000497,0.996,0.997,0.558,0.141,0.141,0.819,8.66e-07,8.66e-07,1.92e-07,4e-06,4e-06,3.99e-06,0,0,0,0,0,0,0,0
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1790000,1,-0.0116,-0.0143,-0.0217,0.0342,-0.0139,-0.253,0.00693,-0.00271,-0.227,-1.79e-06,-5.25e-06,6.92e-08,0,0,-7.04e-08,0.192,9.31e-10,0.404,0,0,0,0,0,2.92e-06,0.00775,0.00775,0.00048,1.33,1.33,0.572,0.208,0.208,0.952,8.66e-07,8.66e-07,1.67e-07,4e-06,4e-06,3.99e-06,0,0,0,0,0,0,0,0
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||||
1890000,1,-0.0114,-0.0139,-0.0218,0.0305,-0.0119,-0.267,0.00481,-0.00189,-0.253,-3.45e-06,-1.01e-05,1.28e-07,0,0,-1.23e-07,0.192,9.31e-10,0.404,0,0,0,0,0,2.54e-06,0.00658,0.00658,0.000463,1.05,1.05,0.586,0.138,0.138,1.1,7.56e-07,7.57e-07,1.46e-07,4e-06,4e-06,3.99e-06,0,0,0,0,0,0,0,0
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1990000,1,-0.0114,-0.0141,-0.0218,0.0373,-0.0141,-0.281,0.00822,-0.00321,-0.28,-3.45e-06,-1.01e-05,1.28e-07,0,0,-1.23e-07,0.192,9.31e-10,0.404,0,0,0,0,0,2.78e-06,0.0072,0.0072,0.000447,1.39,1.39,0.6,0.208,0.208,1.26,7.56e-07,7.57e-07,1.28e-07,4e-06,4e-06,3.99e-06,0,0,0,0,0,0,0,0
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2090000,1,-0.0114,-0.0144,-0.0218,0.0435,-0.0174,-0.295,0.0122,-0.00477,-0.309,-3.45e-06,-1.01e-05,1.28e-07,0,0,-1.23e-07,0.192,9.31e-10,0.404,0,0,0,0,0,3.05e-06,0.00785,0.00785,0.000432,1.8,1.8,0.616,0.315,0.315,1.43,7.56e-07,7.57e-07,1.13e-07,4e-06,4e-06,3.99e-06,0,0,0,0,0,0,0,0
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2190000,1,-0.0112,-0.0138,-0.0218,0.0354,-0.0129,-0.309,0.0084,-0.00326,-0.339,-5.48e-06,-1.61e-05,1.94e-07,0,0,-1.77e-07,0.192,9.31e-10,0.404,0,0,0,0,0,2.44e-06,0.00611,0.00611,0.000417,1.34,1.34,0.632,0.206,0.206,1.61,6.32e-07,6.33e-07,9.94e-08,4e-06,4e-06,3.99e-06,0,0,0,0,0,0,0,0
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2290000,1,-0.0113,-0.0139,-0.0218,0.0423,-0.0157,-0.324,0.0122,-0.00466,-0.371,-5.48e-06,-1.61e-05,1.94e-07,0,0,-1.77e-07,0.192,9.31e-10,0.404,0,0,0,0,0,2.67e-06,0.00667,0.00667,0.000403,1.71,1.71,0.65,0.312,0.312,1.81,6.32e-07,6.33e-07,8.82e-08,4e-06,4e-06,3.99e-06,0,0,0,0,0,0,0,0
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2390000,1,-0.0111,-0.0133,-0.0218,0.0323,-0.0115,-0.337,0.00798,-0.00302,-0.404,-7.42e-06,-2.19e-05,2.52e-07,0,0,-2.2e-07,0.192,9.31e-10,0.404,0,0,0,0,0,2.02e-06,0.00492,0.00492,0.000388,1.2,1.2,0.667,0.199,0.199,2.03,5.18e-07,5.19e-07,7.85e-08,4e-06,4e-06,3.99e-06,0,0,0,0,0,0,0,0
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2490000,1,-0.0111,-0.0135,-0.0218,0.0374,-0.0134,-0.349,0.0115,-0.00424,-0.439,-7.42e-06,-2.19e-05,2.52e-07,0,0,-2.2e-07,0.192,9.31e-10,0.404,0,0,0,0,0,2.19e-06,0.00537,0.00537,0.000376,1.52,1.52,0.686,0.298,0.298,2.26,5.18e-07,5.19e-07,7.02e-08,4e-06,4e-06,3.99e-06,0,0,0,0,0,0,0,0
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2590000,1,-0.0109,-0.0129,-0.0218,0.0279,-0.00894,-0.363,0.00724,-0.00259,-0.474,-9.05e-06,-2.7e-05,2.97e-07,0,0,-2.46e-07,0.192,9.31e-10,0.404,0,0,0,0,0,1.63e-06,0.0039,0.0039,0.000363,1.04,1.04,0.706,0.188,0.188,2.5,4.25e-07,4.26e-07,6.29e-08,4e-06,4e-06,3.99e-06,0,0,0,0,0,0,0,0
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2690000,1,-0.0109,-0.0131,-0.0219,0.0322,-0.00991,-0.376,0.0102,-0.00355,-0.511,-9.05e-06,-2.7e-05,2.97e-07,0,0,-2.46e-07,0.192,9.31e-10,0.404,0,0,0,0,0,1.77e-06,0.00427,0.00427,0.000352,1.29,1.3,0.726,0.277,0.277,2.76,4.25e-07,4.26e-07,5.66e-08,4e-06,4e-06,3.99e-06,0,0,0,0,0,0,0,0
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3190000,1,-0.0107,-0.0124,-0.022,0.0197,-0.0038,-0.441,0.00525,-0.00145,-0.715,-1.18e-05,-3.74e-05,3.6e-07,0,0,-2.4e-07,0.192,9.31e-10,0.404,0,0,0,0,0,9.23e-07,0.00217,0.00218,0.000302,0.657,0.657,0.84,0.153,0.153,4.34,2.53e-07,2.53e-07,3.49e-08,4e-06,4e-06,3.99e-06,0,0,0,0,0,0,0,0
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3290000,1,-0.0107,-0.0125,-0.0219,0.0232,-0.00473,-0.453,0.00738,-0.00185,-0.76,-1.18e-05,-3.74e-05,3.6e-07,0,0,-2.4e-07,0.192,9.31e-10,0.404,0,0,0,0,0,9.92e-07,0.00239,0.0024,0.000294,0.809,0.809,0.865,0.215,0.215,4.72,2.53e-07,2.53e-07,3.2e-08,4e-06,4e-06,3.99e-06,0,0,0,0,0,0,0,0
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3390000,1,-0.0106,-0.0123,-0.022,0.0183,-0.00364,-0.467,0.0049,-0.00115,-0.806,-1.23e-05,-3.98e-05,3.67e-07,0,0,-2.2e-07,0.192,9.31e-10,0.404,0,0,0,0,0,7.88e-07,0.00188,0.00188,0.000285,0.58,0.58,0.891,0.144,0.144,5.11,2.16e-07,2.16e-07,2.93e-08,4e-06,4e-06,3.99e-06,0,0,0,0,0,0,0,0
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||||
3490000,1,-0.0106,-0.0124,-0.022,0.0218,-0.00518,-0.48,0.0069,-0.00159,-0.854,-1.23e-05,-3.98e-05,3.67e-07,0,0,-2.2e-07,0.192,9.31e-10,0.404,0,0,0,0,0,8.47e-07,0.00208,0.00208,0.000278,0.712,0.713,0.917,0.199,0.199,5.53,2.16e-07,2.16e-07,2.7e-08,4e-06,4e-06,3.99e-06,0,0,0,0,0,0,0,0
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19290000,0.706,0.000137,-0.0122,0.708,0.015,0.00142,0.00849,0.01,-0.000213,-365,-1.36e-05,-6.05e-05,4.99e-06,-1.13e-05,6.31e-05,-0.0013,0.207,0.00204,0.435,0,0,0,0,0,8.29e-05,0.000118,0.000118,8.05e-05,0.0311,0.0311,0.0117,0.0504,0.0504,0.0434,3.64e-10,3.64e-10,5.73e-10,3.05e-06,3.05e-06,5.92e-08,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1
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19390000,0.706,0.000149,-0.0121,0.708,0.0125,0.000484,0.0123,0.00802,-0.000239,-365,-1.38e-05,-6.06e-05,5.14e-06,-1.19e-05,6.71e-05,-0.0013,0.207,0.00204,0.435,0,0,0,0,0,8.28e-05,0.000114,0.000114,8.04e-05,0.0276,0.0276,0.0115,0.0445,0.0445,0.0431,3.31e-10,3.31e-10,5.63e-10,3.04e-06,3.04e-06,5.7e-08,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1
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19490000,0.706,0.000172,-0.0121,0.708,0.0116,-0.000224,0.00869,0.0092,-0.000229,-365,-1.38e-05,-6.06e-05,5.42e-06,-1.19e-05,6.71e-05,-0.0013,0.207,0.00204,0.435,0,0,0,0,0,8.25e-05,0.000115,0.000115,8.01e-05,0.0303,0.0303,0.0113,0.0502,0.0502,0.043,3.31e-10,3.32e-10,5.52e-10,3.04e-06,3.04e-06,5.53e-08,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1
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19590000,0.706,0.000222,-0.012,0.708,0.00964,-0.00126,0.008,0.00743,-0.000258,-365,-1.4e-05,-6.06e-05,5.77e-06,-1.21e-05,7.02e-05,-0.0013,0.207,0.00204,0.435,0,0,0,0,0,8.23e-05,0.000112,0.000112,7.98e-05,0.027,0.027,0.011,0.0444,0.0444,0.0423,3.02e-10,3.02e-10,5.41e-10,3.02e-06,3.02e-06,5.31e-08,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1
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19690000,0.706,0.000222,-0.012,0.708,0.01,-0.00344,0.00951,0.00842,-0.000499,-365,-1.4e-05,-6.06e-05,5.59e-06,-1.21e-05,7.02e-05,-0.0013,0.207,0.00204,0.435,0,0,0,0,0,8.2e-05,0.000113,0.000113,7.96e-05,0.0296,0.0296,0.0109,0.05,0.05,0.0422,3.02e-10,3.03e-10,5.3e-10,3.02e-06,3.02e-06,5.16e-08,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1
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19790000,0.706,0.00029,-0.012,0.708,0.00768,-0.00428,0.00996,0.00681,-0.000401,-365,-1.41e-05,-6.05e-05,5.61e-06,-1.16e-05,7.29e-05,-0.0013,0.207,0.00204,0.435,0,0,0,0,0,8.19e-05,0.00011,0.000109,7.94e-05,0.0263,0.0263,0.0106,0.0442,0.0442,0.042,2.76e-10,2.76e-10,5.21e-10,3.01e-06,3.01e-06,5e-08,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1
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19890000,0.707,0.000237,-0.012,0.708,0.00644,-0.00456,0.0111,0.00752,-0.000858,-365,-1.41e-05,-6.05e-05,6e-06,-1.16e-05,7.3e-05,-0.0013,0.207,0.00204,0.435,0,0,0,0,0,8.16e-05,0.000111,0.00011,7.92e-05,0.0288,0.0288,0.0105,0.0498,0.0498,0.0419,2.76e-10,2.77e-10,5.11e-10,3.01e-06,3.01e-06,5e-08,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1
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19990000,0.707,0.000223,-0.0119,0.707,0.00398,-0.00526,0.0139,0.00612,-0.000717,-365,-1.42e-05,-6.05e-05,6.51e-06,-1.09e-05,7.49e-05,-0.0013,0.207,0.00204,0.435,0,0,0,0,0,8.13e-05,0.000108,0.000107,7.89e-05,0.0256,0.0256,0.0102,0.0441,0.0441,0.0412,2.53e-10,2.53e-10,5.01e-10,3e-06,3e-06,5e-08,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1
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20090000,0.707,0.000218,-0.0119,0.707,0.00376,-0.00721,0.0142,0.00651,-0.00132,-365,-1.42e-05,-6.05e-05,6.94e-06,-1.09e-05,7.49e-05,-0.0013,0.207,0.00204,0.435,0,0,0,0,0,8.12e-05,0.000109,0.000108,7.88e-05,0.028,0.028,0.0102,0.0495,0.0495,0.0415,2.53e-10,2.53e-10,4.93e-10,3e-06,3e-06,5e-08,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1
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||||
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||||
|
@@ -1,351 +1,351 @@
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||||
Timestamp,state[0],state[1],state[2],state[3],state[4],state[5],state[6],state[7],state[8],state[9],state[10],state[11],state[12],state[13],state[14],state[15],state[16],state[17],state[18],state[19],state[20],state[21],state[22],state[23],variance[0],variance[1],variance[2],variance[3],variance[4],variance[5],variance[6],variance[7],variance[8],variance[9],variance[10],variance[11],variance[12],variance[13],variance[14],variance[15],variance[16],variance[17],variance[18],variance[19],variance[20],variance[21],variance[22],variance[23]
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19390000,0.983,-0.00855,-0.0137,0.184,0.00667,-0.00612,0.0522,0.0079,-0.0028,0.166,-1.38e-05,-5.89e-05,6.91e-06,0.000582,-0.000334,-0.00136,0.204,0.00201,0.434,0,0,0,0,0,2.9e-06,0.000112,0.000111,7.93e-05,0.028,0.028,0.00865,0.0447,0.0447,0.0358,3.39e-10,3.39e-10,5.64e-10,2.96e-06,2.97e-06,5e-08,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1
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19490000,0.983,-0.00861,-0.0137,0.184,0.00648,-0.0064,0.0494,0.00861,-0.00344,0.161,-1.37e-05,-5.89e-05,6.65e-06,0.000587,-0.000338,-0.00136,0.204,0.00201,0.434,0,0,0,0,0,2.88e-06,0.000113,0.000112,7.88e-05,0.0307,0.0307,0.00869,0.0504,0.0504,0.0359,3.39e-10,3.39e-10,5.52e-10,2.96e-06,2.97e-06,5e-08,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1
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19590000,0.983,-0.00856,-0.0138,0.184,0.00451,-0.00893,0.0489,0.00823,-0.00404,0.157,-1.37e-05,-5.89e-05,6.57e-06,0.000592,-0.000343,-0.00136,0.204,0.00201,0.434,0,0,0,0,0,2.86e-06,0.00011,0.000109,7.83e-05,0.0273,0.0273,0.00859,0.0445,0.0445,0.0357,3.09e-10,3.09e-10,5.41e-10,2.95e-06,2.96e-06,5e-08,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1
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19690000,0.983,-0.0086,-0.0138,0.184,0.00347,-0.00773,0.0452,0.00871,-0.00488,0.153,-1.37e-05,-5.89e-05,6.71e-06,0.000597,-0.000347,-0.00135,0.204,0.00201,0.434,0,0,0,0,0,2.84e-06,0.000111,0.00011,7.78e-05,0.0299,0.0299,0.00863,0.0502,0.0502,0.0358,3.09e-10,3.09e-10,5.31e-10,2.95e-06,2.96e-06,5e-08,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1
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19790000,0.983,-0.00868,-0.0139,0.184,0.00261,-0.00589,0.0415,0.0102,-0.00396,0.146,-1.38e-05,-5.88e-05,6.51e-06,0.000606,-0.000352,-0.00135,0.204,0.00201,0.434,0,0,0,0,0,2.83e-06,0.000108,0.000106,7.75e-05,0.0266,0.0266,0.00858,0.0444,0.0444,0.0359,2.82e-10,2.82e-10,5.22e-10,2.93e-06,2.95e-06,5e-08,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1
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|
||||
34690000,0.983,-0.00827,-0.0152,0.182,-0.0295,0.00123,1.68,0.0719,-0.00919,0.0228,-1.39e-05,-5.62e-05,4.08e-06,0.000666,-0.000664,-0.00109,0.204,0.00201,0.434,0,0,0,0,0,1.45e-06,3.1e-05,3.07e-05,4.18e-05,0.0473,0.0475,0.00604,0.0516,0.0517,0.0322,2.62e-11,2.62e-11,7.97e-11,2.16e-06,2.18e-06,5e-08,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1
|
||||
34790000,0.983,-0.00827,-0.015,0.182,-0.0354,0.00711,2.65,0.0731,-0.00689,0.202,-1.39e-05,-5.62e-05,4.04e-06,0.000678,-0.000678,-0.00107,0.204,0.00201,0.434,0,0,0,0,0,1.45e-06,2.96e-05,2.93e-05,4.17e-05,0.0398,0.0399,0.00606,0.0453,0.0453,0.0319,2.63e-11,2.63e-11,7.91e-11,2.05e-06,2.06e-06,5e-08,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1
|
||||
34890000,0.983,-0.00825,-0.0148,0.182,-0.0449,0.0114,3.63,0.069,-0.00582,0.493,-1.39e-05,-5.62e-05,4e-06,0.000683,-0.000681,-0.00107,0.204,0.00201,0.434,0,0,0,0,0,1.44e-06,2.97e-05,2.93e-05,4.16e-05,0.0435,0.0436,0.00616,0.0517,0.0518,0.0318,2.64e-11,2.64e-11,7.84e-11,2.05e-06,2.06e-06,5e-08,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1
|
||||
|
||||
|
@@ -95,7 +95,7 @@ TEST_F(EkfAccelerometerTest, biasEstimatePositive)
|
||||
const float biases[4] = {0.1f, 0.2f, 0.3f, 0.38f};
|
||||
|
||||
for (int i = 0; i < 4; i ++) {
|
||||
testBias(biases[i], 10, 0.03f);
|
||||
testBias(biases[i], 60, 0.03f);
|
||||
}
|
||||
}
|
||||
|
||||
@@ -104,7 +104,7 @@ TEST_F(EkfAccelerometerTest, biasEstimateNegative)
|
||||
const float biases[4] = {-0.12f, -0.22f, -0.31, -0.4f};
|
||||
|
||||
for (int i = 0; i < 4; i ++) {
|
||||
testBias(biases[i], 10, 0.03f);
|
||||
testBias(biases[i], 60, 0.03f);
|
||||
}
|
||||
}
|
||||
|
||||
|
||||
Reference in New Issue
Block a user