mirror of https://github.com/ArduPilot/ardupilot
AP_NavEKF3: added EK3_MAG_EF_LIM parameter
Adapted from EKF2 implementation as of commits3835d2613
,e9ed3540f
anddf4fc0fff
this sets a limit on the difference between the earth field from the WMM tables and the learned earth field inside the EKF. Setting it to zero disables the feature. A positive value sets the limit in mGauss.
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@ -596,6 +596,14 @@ const AP_Param::GroupInfo NavEKF3::var_info[] = {
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// @RebootRequired: False
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AP_GROUPINFO("HRT_FILT", 55, NavEKF3, _hrt_filt_freq, 2.0f),
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// @Param: MAG_EF_LIM
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// @DisplayName: EarthField error limit
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// @Description: This limits the difference between the learned earth magnetic field and the earth field from the world magnetic model tables. A value of zero means to disable the use of the WMM tables.
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// @User: Advanced
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// @Range: 0 500
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// @Units: mGauss
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AP_GROUPINFO("MAG_EF_LIM", 56, NavEKF3, _mag_ef_limit, 50),
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AP_GROUPEND
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};
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@ -448,6 +448,7 @@ private:
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AP_Float _wencOdmVelErr; // Observation 1-STD velocity error assumed for wheel odometry sensor (m/s)
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AP_Int8 _flowUse; // Controls if the optical flow data is fused into the main navigation estimator and/or the terrain estimator.
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AP_Float _hrt_filt_freq; // frequency of output observer height rate complementary filter in Hz
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AP_Int16 _mag_ef_limit; // limit on difference between WMM tables and learned earth field.
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// Possible values for _flowUse
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#define FLOW_USE_NONE 0
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@ -310,7 +310,9 @@ void NavEKF3_core::SelectMagFusion()
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} else {
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// if we are not doing aiding with earth relative observations (eg GPS) then the declination is
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// maintained by fusing declination as a synthesised observation
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if (PV_AidingMode != AID_ABSOLUTE) {
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// We also fuse declination if we are using the WMM tables
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if (PV_AidingMode != AID_ABSOLUTE ||
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(frontend->_mag_ef_limit > 0 && have_table_earth_field)) {
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FuseDeclination(0.34f);
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}
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// fuse the three magnetometer componenents sequentially
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@ -782,6 +784,12 @@ void NavEKF3_core::FuseMagnetometer()
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for (uint8_t j= 0; j<=stateIndexLim; j++) {
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statesArray[j] = statesArray[j] - Kfusion[j] * innovMag[obsIndex];
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}
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// add table constraint here for faster convergence
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if (have_table_earth_field && frontend->_mag_ef_limit > 0) {
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MagTableConstrain();
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}
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stateStruct.quat.normalize();
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} else {
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@ -937,7 +945,7 @@ void NavEKF3_core::fuseEulerYaw(bool usePredictedYaw, bool useExternalYawSensor)
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// Use the difference between the horizontal projection and declination to give the measured yaw
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// rotate measured mag components into earth frame
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Vector3f magMeasNED = Tbn_zeroYaw*magDataDelayed.mag;
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float yawAngMeasured = wrap_PI(-atan2f(magMeasNED.y, magMeasNED.x) + _ahrs->get_compass()->get_declination());
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float yawAngMeasured = wrap_PI(-atan2f(magMeasNED.y, magMeasNED.x) + MagDeclination());
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innovation = wrap_PI(yawAngPredicted - yawAngMeasured);
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} else {
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// use the external yaw sensor data
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@ -1170,7 +1178,7 @@ void NavEKF3_core::FuseDeclination(float declErr)
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}
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// get the magnetic declination
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float magDecAng = use_compass() ? _ahrs->get_compass()->get_declination() : 0;
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float magDecAng = MagDeclination();
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// Calculate the innovation
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float innovation = atan2f(magE , magN) - magDecAng;
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@ -1248,7 +1256,7 @@ void NavEKF3_core::alignMagStateDeclination()
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}
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// get the magnetic declination
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float magDecAng = use_compass() ? _ahrs->get_compass()->get_declination() : 0;
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float magDecAng = MagDeclination();
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// rotate the NE values so that the declination matches the published value
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Vector3f initMagNED = stateStruct.earth_magfield;
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@ -606,6 +606,17 @@ void NavEKF3_core::readGpsData()
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}
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if (gpsGoodToAlign && !have_table_earth_field) {
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table_earth_field_ga = AP_Declination::get_earth_field_ga(gpsloc);
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table_declination = radians(AP_Declination::get_declination(gpsloc.lat*1.0e-7,
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gpsloc.lng*1.0e-7));
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have_table_earth_field = true;
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if (frontend->_mag_ef_limit > 0) {
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// initialise earth field from tables
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stateStruct.earth_magfield = table_earth_field_ga;
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}
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}
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// convert GPS measurements to local NED and save to buffer to be fused later if we have a valid origin
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if (validOrigin) {
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gpsDataNew.pos = EKF_origin.get_distance_NE(gpsloc);
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@ -1007,3 +1018,20 @@ void NavEKF3_core::learnInactiveBiases(void)
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}
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}
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}
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/*
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return declination in radians
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*/
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float NavEKF3_core::MagDeclination(void) const
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{
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// if we are using the WMM tables then use the table declination
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// to ensure consistency with the table mag field. Otherwise use
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// the declination from the compass library
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if (have_table_earth_field && frontend->_mag_ef_limit > 0) {
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return table_declination;
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}
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if (!use_compass()) {
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return 0;
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}
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return _ahrs->get_compass()->get_declination();
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}
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@ -252,6 +252,7 @@ void NavEKF3_core::InitialiseVariables()
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lastYawReset_ms = 0;
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tiltAlignComplete = false;
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yawAlignComplete = false;
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have_table_earth_field = false;
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stateIndexLim = 23;
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baroStoreIndex = 0;
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rangeStoreIndex = 0;
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@ -1539,6 +1540,22 @@ void NavEKF3_core::ConstrainVariances()
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}
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}
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// constrain states using WMM tables and specified limit
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void NavEKF3_core::MagTableConstrain(void)
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{
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// constrain to error from table earth field
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float limit_ga = frontend->_mag_ef_limit * 0.001f;
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stateStruct.earth_magfield.x = constrain_float(stateStruct.earth_magfield.x,
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table_earth_field_ga.x-limit_ga,
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table_earth_field_ga.x+limit_ga);
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stateStruct.earth_magfield.y = constrain_float(stateStruct.earth_magfield.y,
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table_earth_field_ga.y-limit_ga,
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table_earth_field_ga.y+limit_ga);
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stateStruct.earth_magfield.z = constrain_float(stateStruct.earth_magfield.z,
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table_earth_field_ga.z-limit_ga,
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table_earth_field_ga.z+limit_ga);
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}
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// constrain states to prevent ill-conditioning
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void NavEKF3_core::ConstrainStates()
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{
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@ -1555,7 +1572,13 @@ void NavEKF3_core::ConstrainStates()
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// the accelerometer bias limit is controlled by a user adjustable parameter
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for (uint8_t i=13; i<=15; i++) statesArray[i] = constrain_float(statesArray[i],-frontend->_accBiasLim*dtEkfAvg,frontend->_accBiasLim*dtEkfAvg);
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// earth magnetic field limit
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if (frontend->_mag_ef_limit <= 0 || !have_table_earth_field) {
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// constrain to +/-1Ga
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for (uint8_t i=16; i<=18; i++) statesArray[i] = constrain_float(statesArray[i],-1.0f,1.0f);
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} else {
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// use table constrain
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MagTableConstrain();
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}
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// body magnetic field limit
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for (uint8_t i=19; i<=21; i++) statesArray[i] = constrain_float(statesArray[i],-0.5f,0.5f);
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// wind velocity limit 100 m/s (could be based on some multiple of max airspeed * EAS2TAS) - TODO apply circular limit
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@ -1599,7 +1622,7 @@ Quaternion NavEKF3_core::calcQuatAndFieldStates(float roll, float pitch)
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float magHeading = atan2f(initMagNED.y, initMagNED.x);
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// get the magnetic declination
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float magDecAng = use_compass() ? _ahrs->get_compass()->get_declination() : 0;
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float magDecAng = MagDeclination();
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// calculate yaw angle rel to true north
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yaw = magDecAng - magHeading;
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@ -1624,7 +1647,11 @@ Quaternion NavEKF3_core::calcQuatAndFieldStates(float roll, float pitch)
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// don't do this if the earth field has already been learned
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if (!magFieldLearned) {
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initQuat.rotation_matrix(Tbn);
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if (have_table_earth_field && frontend->_mag_ef_limit > 0) {
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stateStruct.earth_magfield = table_earth_field_ga;
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} else {
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stateStruct.earth_magfield = Tbn * magDataDelayed.mag;
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}
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// set the NE earth magnetic field states using the published declination
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// and set the corresponding variances and covariances
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@ -557,6 +557,9 @@ private:
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// constrain states
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void ConstrainStates();
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// constrain earth field using WMM tables
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void MagTableConstrain(void);
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// fuse selected position, velocity and height measurements
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void FuseVelPosNED();
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@ -801,6 +804,9 @@ private:
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// Input is 1-sigma uncertainty in published declination
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void FuseDeclination(float declErr);
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// return magnetic declination in radians
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float MagDeclination(void) const;
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// Propagate PVA solution forward from the fusion time horizon to the current time horizon
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// using a simple observer
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void calcOutputStates();
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@ -1284,6 +1290,11 @@ private:
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AP_HAL::Util::perf_counter_t _perf_FuseBodyOdom;
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AP_HAL::Util::perf_counter_t _perf_test[10];
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// earth field from WMM tables
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bool have_table_earth_field; // true when we have initialised table_earth_field_ga
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Vector3f table_earth_field_ga; // earth field from WMM tables
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float table_declination; // declination in radians from the tables
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// timing statistics
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struct ekf_timing timing;
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