forked from Archive/PX4-Autopilot
Much more aggressive reset logic bounding the filter effectively
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parent
ee34c1681b
commit
7983e105bf
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@ -1,5 +1,6 @@
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#include "estimator_23states.h"
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#include <string.h>
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#include <stdio.h>
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#include <stdarg.h>
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#define EKF_COVARIANCE_DIVERGED 1.0e8f
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@ -33,6 +34,8 @@ AttPosEKF::AttPosEKF()
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magDeclination = 0.0f;
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dAngIMU.zero();
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dVelIMU.zero();
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ekfDiverged = false;
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delAngTotal.zero();
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memset(&last_ekf_error, 0, sizeof(last_ekf_error));
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ZeroVariables();
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@ -70,6 +73,10 @@ void AttPosEKF::UpdateStrapdownEquationsNED()
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dVelIMU.y = dVelIMU.y;
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dVelIMU.z = dVelIMU.z - states[13];
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delAngTotal.x += correctedDelAng.x;
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delAngTotal.y += correctedDelAng.y;
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delAngTotal.z += correctedDelAng.z;
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// Save current measurements
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Vector3f prevDelAng = correctedDelAng;
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@ -201,7 +208,8 @@ void AttPosEKF::CovariancePrediction(float dt)
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float nextP[n_states][n_states];
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// calculate covariance prediction process noise
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for (uint8_t i= 0; i<=9; i++) processNoise[i] = 1.0e-9f;
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for (uint8_t i= 0; i<4; i++) processNoise[i] = 1.0e-9f;
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for (uint8_t i= 4; i<10; i++) processNoise[i] = 1.0e-9f;
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for (uint8_t i=10; i<=12; i++) processNoise[i] = dt * dAngBiasSigma;
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// scale gyro bias noise when on ground to allow for faster bias estimation
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for (uint8_t i=10; i<=12; i++) processNoise[i] = dt * dAngBiasSigma;
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@ -2081,7 +2089,7 @@ void AttPosEKF::ForceSymmetry()
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if ((fabsf(P[i][j]) > EKF_COVARIANCE_DIVERGED) ||
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(fabsf(P[j][i]) > EKF_COVARIANCE_DIVERGED)) {
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// XXX divergence report error
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last_ekf_error.covariancesExcessive = true;
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InitializeDynamic(velNED, magDeclination);
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return;
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}
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@ -2117,6 +2125,24 @@ bool AttPosEKF::GyroOffsetsDiverged()
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return diverged;
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}
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bool AttPosEKF::VelNEDDiverged()
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{
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Vector3f current_vel;
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current_vel.x = states[4];
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current_vel.y = states[5];
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current_vel.z = states[6];
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Vector3f gps_vel;
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gps_vel.x = velNED[0];
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gps_vel.y = velNED[1];
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gps_vel.z = velNED[2];
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Vector3f delta = current_vel - gps_vel;
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float delta_len = delta.length();
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return (delta_len > 8.0f);
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}
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bool AttPosEKF::FilterHealthy()
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{
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if (!statesInitialised) {
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@ -2188,6 +2214,7 @@ void AttPosEKF::FillErrorReport(struct ekf_status_report *err)
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{
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err->states[i] = states[i];
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}
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err->n_states = n_states;
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err->velHealth = current_ekf_state.velHealth;
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err->posHealth = current_ekf_state.posHealth;
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@ -2290,13 +2317,19 @@ int AttPosEKF::CheckAndBound()
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// Store the old filter state
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bool currStaticMode = staticMode;
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if (ekfDiverged) {
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ekfDiverged = false;
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}
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int ret = 0;
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// Reset the filter if the states went NaN
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if (StatesNaN(&last_ekf_error)) {
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ekf_debug("re-initializing dynamic");
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InitializeDynamic(velNED, magDeclination);
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return 1;
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ret = 1;
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}
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// Reset the filter if the IMU data is too old
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@ -2308,7 +2341,7 @@ int AttPosEKF::CheckAndBound()
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ResetStoredStates();
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// that's all we can do here, return
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return 2;
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ret = 2;
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}
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// Check if we're on ground - this also sets static mode.
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@ -2322,7 +2355,7 @@ int AttPosEKF::CheckAndBound()
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ResetHeight();
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ResetStoredStates();
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return 3;
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ret = 3;
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}
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// Reset the filter if gyro offsets are excessive
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@ -2331,10 +2364,23 @@ int AttPosEKF::CheckAndBound()
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InitializeDynamic(velNED, magDeclination);
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// that's all we can do here, return
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return 4;
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ret = 4;
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}
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return 0;
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// Reset the filter if it diverges too far from GPS
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if (VelNEDDiverged()) {
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FillErrorReport(&last_ekf_error);
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InitializeDynamic(velNED, magDeclination);
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// that's all we can do here, return
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ret = 5;
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}
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if (ret) {
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ekfDiverged = true;
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}
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return ret;
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}
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void AttPosEKF::AttitudeInit(float ax, float ay, float az, float mx, float my, float mz, float declination, float *initQuat)
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@ -2386,6 +2432,8 @@ void AttPosEKF::AttitudeInit(float ax, float ay, float az, float mx, float my, f
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void AttPosEKF::InitializeDynamic(float (&initvelNED)[3], float declination)
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{
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ZeroVariables();
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// Fill variables with valid data
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velNED[0] = initvelNED[0];
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velNED[1] = initvelNED[1];
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@ -2469,6 +2517,7 @@ void AttPosEKF::ZeroVariables()
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{
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// Initialize on-init initialized variables
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storeIndex = 0;
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// Do the data structure init
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@ -2486,6 +2535,7 @@ void AttPosEKF::ZeroVariables()
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correctedDelAng.zero();
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summedDelAng.zero();
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summedDelVel.zero();
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lastGyroOffset.zero();
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for (unsigned i = 0; i < data_buffer_size; i++) {
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@ -2,6 +2,9 @@
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#include "estimator_utilities.h"
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const unsigned int n_states = 23;
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const unsigned int data_buffer_size = 50;
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class AttPosEKF {
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public:
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@ -121,6 +124,7 @@ public:
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Vector3f earthRateNED; // earths angular rate vector in NED (rad/s)
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Vector3f angRate; // angular rate vector in XYZ body axes measured by the IMU (rad/s)
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Vector3f lastGyroOffset; // Last gyro offset
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Vector3f delAngTotal;
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Mat3f Tbn; // transformation matrix from body to NED coordinates
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Mat3f Tnb; // transformation amtrix from NED to body coordinates
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@ -180,6 +184,8 @@ public:
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bool useCompass; ///< boolean true if magnetometer data is being used
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bool useRangeFinder; ///< true when rangefinder is being used
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bool ekfDiverged;
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struct ekf_status_report current_ekf_state;
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struct ekf_status_report last_ekf_error;
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@ -281,6 +287,8 @@ bool FilterHealthy();
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bool GyroOffsetsDiverged();
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bool VelNEDDiverged();
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void ResetHeight(void);
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void AttitudeInit(float ax, float ay, float az, float mx, float my, float mz, float declination, float *initQuat);
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@ -46,9 +46,6 @@ Vector3f operator*(Vector3f vecIn1, float sclIn1);
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void swap_var(float &d1, float &d2);
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const unsigned int n_states = 23;
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const unsigned int data_buffer_size = 50;
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enum GPS_FIX {
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GPS_FIX_NOFIX = 0,
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GPS_FIX_2D = 2,
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@ -65,7 +62,8 @@ struct ekf_status_report {
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uint32_t velFailTime;
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uint32_t posFailTime;
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uint32_t hgtFailTime;
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float states[n_states];
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float states[32];
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unsigned n_states;
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bool angNaN;
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bool summedDelVelNaN;
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bool KHNaN;
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@ -74,6 +72,8 @@ struct ekf_status_report {
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bool covarianceNaN;
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bool kalmanGainsNaN;
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bool statesNaN;
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bool gyroOffsetsExcessive;
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bool covariancesExcessive;
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};
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void ekf_debug(const char *fmt, ...);
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