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/*
24 state EKF based on https : //github.com/priseborough/InertialNav
Converted from Matlab to C + + by Paul Riseborough
EKF Tuning parameters refactored by Tom Cauchois
This program is free software : you can redistribute it and / or modify
it under the terms of the GNU General Public License as published by
the Free Software Foundation , either version 3 of the License , or
( at your option ) any later version .
This program is distributed in the hope that it will be useful ,
but WITHOUT ANY WARRANTY ; without even the implied warranty of
MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE . See the
GNU General Public License for more details .
You should have received a copy of the GNU General Public License
along with this program . If not , see < http : //www.gnu.org/licenses/>.
*/
# pragma once
# include <AP_Math/AP_Math.h>
# include <AP_Param/AP_Param.h>
# include <GCS_MAVLink/GCS_MAVLink.h>
# include <AP_NavEKF/AP_Nav_Common.h>
# include <AP_Baro/AP_Baro.h>
# include <AP_Airspeed/AP_Airspeed.h>
# include <AP_Compass/AP_Compass.h>
# include <AP_RangeFinder/AP_RangeFinder.h>
class NavEKF3_core ;
class AP_AHRS ;
class NavEKF3
{
public :
friend class NavEKF3_core ;
static const struct AP_Param : : GroupInfo var_info [ ] ;
NavEKF3 ( const AP_AHRS * ahrs , AP_Baro & baro , const RangeFinder & rng ) ;
// allow logging to determine the number of active cores
uint8_t activeCores ( void ) const {
return num_cores ;
}
// Initialise the filter
bool InitialiseFilter ( void ) ;
// Update Filter States - this should be called whenever new IMU data is available
void UpdateFilter ( void ) ;
// check if we should write log messages
void check_log_write ( void ) ;
// Check basic filter health metrics and return a consolidated health status
bool healthy ( void ) const ;
// returns the index of the primary core
// return -1 if no primary core selected
int8_t getPrimaryCoreIndex ( void ) const ;
// returns the index of the IMU of the primary core
// return -1 if no primary core selected
int8_t getPrimaryCoreIMUIndex ( void ) const ;
// Write the last calculated NE position relative to the reference point (m) for the specified instance.
// An out of range instance (eg -1) returns data for the the primary instance
// If a calculated solution is not available, use the best available data and return false
// If false returned, do not use for flight control
bool getPosNE ( int8_t instance , Vector2f & posNE ) ;
// Write the last calculated D position relative to the reference point (m) for the specified instance.
// An out of range instance (eg -1) returns data for the the primary instance
// If a calculated solution is not available, use the best available data and return false
// If false returned, do not use for flight control
bool getPosD ( int8_t instance , float & posD ) ;
// return NED velocity in m/s for the specified instance
// An out of range instance (eg -1) returns data for the the primary instance
void getVelNED ( int8_t instance , Vector3f & vel ) ;
// Return the rate of change of vertical position in the down diection (dPosD/dt) in m/s for the specified instance
// An out of range instance (eg -1) returns data for the the primary instance
// This can be different to the z component of the EKF velocity state because it will fluctuate with height errors and corrections in the EKF
// but will always be kinematically consistent with the z component of the EKF position state
float getPosDownDerivative ( int8_t instance ) ;
// This returns the specific forces in the NED frame
void getAccelNED ( Vector3f & accelNED ) const ;
// return body axis gyro bias estimates in rad/sec for the specified instance
// An out of range instance (eg -1) returns data for the the primary instance
void getGyroBias ( int8_t instance , Vector3f & gyroBias ) ;
// return accelerometer bias estimate in m/s/s
// An out of range instance (eg -1) returns data for the the primary instance
void getAccelBias ( int8_t instance , Vector3f & accelBias ) ;
// return tilt error convergence metric for the specified instance
// An out of range instance (eg -1) returns data for the the primary instance
void getTiltError ( int8_t instance , float & ang ) ;
// reset body axis gyro bias estimates
void resetGyroBias ( void ) ;
// Resets the baro so that it reads zero at the current height
// Resets the EKF height to zero
// Adjusts the EKf origin height so that the EKF height + origin height is the same as before
// Returns true if the height datum reset has been performed
// If using a range finder for height no reset is performed and it returns false
bool resetHeightDatum ( void ) ;
// Commands the EKF to not use GPS.
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// This command must be sent prior to vehicle arming and EKF commencement of GPS usage
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// Returns 0 if command rejected
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// Returns 1 if command accepted
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uint8_t setInhibitGPS ( void ) ;
// return the horizontal speed limit in m/s set by optical flow sensor limits
// return the scale factor to be applied to navigation velocity gains to compensate for increase in velocity noise with height when using optical flow
void getEkfControlLimits ( float & ekfGndSpdLimit , float & ekfNavVelGainScaler ) const ;
// return the NED wind speed estimates in m/s (positive is air moving in the direction of the axis)
// An out of range instance (eg -1) returns data for the the primary instance
void getWind ( int8_t instance , Vector3f & wind ) ;
// return earth magnetic field estimates in measurement units / 1000 for the specified instance
// An out of range instance (eg -1) returns data for the the primary instance
void getMagNED ( int8_t instance , Vector3f & magNED ) ;
// return body magnetic field estimates in measurement units / 1000 for the specified instance
// An out of range instance (eg -1) returns data for the the primary instance
void getMagXYZ ( int8_t instance , Vector3f & magXYZ ) ;
// return the magnetometer in use for the specified instance
// An out of range instance (eg -1) returns data for the the primary instance
uint8_t getActiveMag ( int8_t instance ) ;
// Return estimated magnetometer offsets
// Return true if magnetometer offsets are valid
bool getMagOffsets ( uint8_t mag_idx , Vector3f & magOffsets ) const ;
// Return the last calculated latitude, longitude and height in WGS-84
// If a calculated location isn't available, return a raw GPS measurement
// The status will return true if a calculation or raw measurement is available
// The getFilterStatus() function provides a more detailed description of data health and must be checked if data is to be used for flight control
bool getLLH ( struct Location & loc ) const ;
// return the latitude and longitude and height used to set the NED origin
// All NED positions calculated by the filter are relative to this location
// Returns false if the origin has not been set
bool getOriginLLH ( struct Location & loc ) const ;
// set the latitude and longitude and height used to set the NED origin
// All NED positions calcualted by the filter will be relative to this location
// The origin cannot be set if the filter is in a flight mode (eg vehicle armed)
// Returns false if the filter has rejected the attempt to set the origin
bool setOriginLLH ( struct Location & loc ) ;
// return estimated height above ground level
// return false if ground height is not being estimated.
bool getHAGL ( float & HAGL ) const ;
// return the Euler roll, pitch and yaw angle in radians for the specified instance
// An out of range instance (eg -1) returns data for the the primary instance
void getEulerAngles ( int8_t instance , Vector3f & eulers ) ;
// return the transformation matrix from XYZ (body) to NED axes
void getRotationBodyToNED ( Matrix3f & mat ) const ;
// return the quaternions defining the rotation from NED to XYZ (body) axes
void getQuaternion ( Quaternion & quat ) const ;
// return the innovations for the specified instance
// An out of range instance (eg -1) returns data for the the primary instance
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void getInnovations ( int8_t index , Vector3f & velInnov , Vector3f & posInnov , Vector3f & magInnov , float & tasInnov , float & yawInnov ) ;
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// publish output observer angular, velocity and position tracking error
void getOutputTrackingError ( int8_t instance , Vector3f & error ) const ;
// return the innovation consistency test ratios for the specified instance
// An out of range instance (eg -1) returns data for the the primary instance
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void getVariances ( int8_t instance , float & velVar , float & posVar , float & hgtVar , Vector3f & magVar , float & tasVar , Vector2f & offset ) ;
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// should we use the compass? This is public so it can be used for
// reporting via ahrs.use_compass()
bool use_compass ( void ) const ;
// write the raw optical flow measurements
// rawFlowQuality is a measured of quality between 0 and 255, with 255 being the best quality
// rawFlowRates are the optical flow rates in rad/sec about the X and Y sensor axes.
// rawGyroRates are the sensor rotation rates in rad/sec measured by the sensors internal gyro
// The sign convention is that a RH physical rotation of the sensor about an axis produces both a positive flow and gyro rate
// msecFlowMeas is the scheduler time in msec when the optical flow data was received from the sensor.
// posOffset is the XYZ flow sensor position in the body frame in m
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void writeOptFlowMeas ( uint8_t & rawFlowQuality , Vector2f & rawFlowRates , Vector2f & rawGyroRates , uint32_t & msecFlowMeas , const Vector3f & posOffset ) ;
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// return data for debugging optical flow fusion for the specified instance
// An out of range instance (eg -1) returns data for the the primary instance
void getFlowDebug ( int8_t instance , float & varFlow , float & gndOffset , float & flowInnovX , float & flowInnovY , float & auxInnov , float & HAGL , float & rngInnov , float & range , float & gndOffsetErr ) ;
/*
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Returns the following data for debugging range beacon fusion
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ID : beacon identifier
rng : measured range to beacon ( m )
innov : range innovation ( m )
innovVar : innovation variance ( m ^ 2 )
testRatio : innovation consistency test ratio
beaconPosNED : beacon NED position ( m )
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offsetHigh : high hypothesis for range beacons system vertical offset ( m )
offsetLow : low hypothesis for range beacons system vertical offset ( m )
posNED : North , East , Down position estimate of receiver from 3 - state filter
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returns true if data could be found , false if it could not
*/
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bool getRangeBeaconDebug ( int8_t instance , uint8_t & ID , float & rng , float & innov , float & innovVar , float & testRatio , Vector3f & beaconPosNED ,
float & offsetHigh , float & offsetLow , Vector3f & posNED ) ;
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// called by vehicle code to specify that a takeoff is happening
// causes the EKF to compensate for expected barometer errors due to ground effect
void setTakeoffExpected ( bool val ) ;
// called by vehicle code to specify that a touchdown is expected to happen
// causes the EKF to compensate for expected barometer errors due to ground effect
void setTouchdownExpected ( bool val ) ;
// Set to true if the terrain underneath is stable enough to be used as a height reference
// in combination with a range finder. Set to false if the terrain underneath the vehicle
// cannot be used as a height reference
void setTerrainHgtStable ( bool val ) ;
/*
return the filter fault status as a bitmasked integer for the specified instance
An out of range instance ( eg - 1 ) returns data for the the primary instance
0 = quaternions are NaN
1 = velocities are NaN
2 = badly conditioned X magnetometer fusion
3 = badly conditioned Y magnetometer fusion
5 = badly conditioned Z magnetometer fusion
6 = badly conditioned airspeed fusion
7 = badly conditioned synthetic sideslip fusion
7 = filter is not initialised
*/
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void getFilterFaults ( int8_t instance , uint16_t & faults ) ;
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/*
return filter timeout status as a bitmasked integer for the specified instance
An out of range instance ( eg - 1 ) returns data for the the primary instance
0 = position measurement timeout
1 = velocity measurement timeout
2 = height measurement timeout
3 = magnetometer measurement timeout
5 = unassigned
6 = unassigned
7 = unassigned
7 = unassigned
*/
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void getFilterTimeouts ( int8_t instance , uint8_t & timeouts ) ;
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/*
return filter gps quality check status for the specified instance
An out of range instance ( eg - 1 ) returns data for the the primary instance
*/
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void getFilterGpsStatus ( int8_t instance , nav_gps_status & faults ) ;
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/*
return filter status flags for the specified instance
An out of range instance ( eg - 1 ) returns data for the the primary instance
*/
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void getFilterStatus ( int8_t instance , nav_filter_status & status ) ;
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// send an EKF_STATUS_REPORT message to GCS
void send_status_report ( mavlink_channel_t chan ) ;
// provides the height limit to be observed by the control loops
// returns false if no height limiting is required
// this is needed to ensure the vehicle does not fly too high when using optical flow navigation
bool getHeightControlLimit ( float & height ) const ;
// return the amount of yaw angle change (in radians) due to the last yaw angle reset or core selection switch
// returns the time of the last yaw angle reset or 0 if no reset has ever occurred
uint32_t getLastYawResetAngle ( float & yawAngDelta ) ;
// return the amount of NE position change due to the last position reset in metres
// returns the time of the last reset or 0 if no reset has ever occurred
uint32_t getLastPosNorthEastReset ( Vector2f & posDelta ) ;
// return the amount of NE velocity change due to the last velocity reset in metres/sec
// returns the time of the last reset or 0 if no reset has ever occurred
uint32_t getLastVelNorthEastReset ( Vector2f & vel ) const ;
// return the amount of vertical position change due to the last reset in metres
// returns the time of the last reset or 0 if no reset has ever occurred
uint32_t getLastPosDownReset ( float & posDelta ) ;
// report any reason for why the backend is refusing to initialise
const char * prearm_failure_reason ( void ) const ;
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// set and save the _baroAltNoise parameter
void set_baro_alt_noise ( float noise ) { _baroAltNoise . set_and_save ( noise ) ; } ;
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// allow the enable flag to be set by Replay
void set_enable ( bool enable ) { _enable . set ( enable ) ; }
// are we doing sensor logging inside the EKF?
bool have_ekf_logging ( void ) const { return logging . enabled & & _logging_mask ! = 0 ; }
private :
uint8_t num_cores ; // number of allocated cores
uint8_t primary ; // current primary core
NavEKF3_core * core = nullptr ;
const AP_AHRS * _ahrs ;
AP_Baro & _baro ;
const RangeFinder & _rng ;
// EKF Mavlink Tuneable Parameters
AP_Int8 _enable ; // zero to disable EKF3
AP_Float _gpsHorizVelNoise ; // GPS horizontal velocity measurement noise : m/s
AP_Float _gpsVertVelNoise ; // GPS vertical velocity measurement noise : m/s
AP_Float _gpsHorizPosNoise ; // GPS horizontal position measurement noise m
AP_Float _baroAltNoise ; // Baro height measurement noise : m
AP_Float _magNoise ; // magnetometer measurement noise : gauss
AP_Float _easNoise ; // equivalent airspeed measurement noise : m/s
AP_Float _windVelProcessNoise ; // wind velocity state process noise : m/s^2
AP_Float _wndVarHgtRateScale ; // scale factor applied to wind process noise due to height rate
AP_Float _magEarthProcessNoise ; // Earth magnetic field process noise : gauss/sec
AP_Float _magBodyProcessNoise ; // Body magnetic field process noise : gauss/sec
AP_Float _gyrNoise ; // gyro process noise : rad/s
AP_Float _accNoise ; // accelerometer process noise : m/s^2
AP_Float _gyroBiasProcessNoise ; // gyro bias state process noise : rad/s
AP_Float _accelBiasProcessNoise ; // accel bias state process noise : m/s^2
AP_Int16 _hgtDelay_ms ; // effective average delay of Height measurements relative to inertial measurements (msec)
AP_Int8 _fusionModeGPS ; // 0 = use 3D velocity, 1 = use 2D velocity, 2 = use no velocity
AP_Int16 _gpsVelInnovGate ; // Percentage number of standard deviations applied to GPS velocity innovation consistency check
AP_Int16 _gpsPosInnovGate ; // Percentage number of standard deviations applied to GPS position innovation consistency check
AP_Int16 _hgtInnovGate ; // Percentage number of standard deviations applied to height innovation consistency check
AP_Int16 _magInnovGate ; // Percentage number of standard deviations applied to magnetometer innovation consistency check
AP_Int16 _tasInnovGate ; // Percentage number of standard deviations applied to true airspeed innovation consistency check
AP_Int8 _magCal ; // Sets activation condition for in-flight magnetometer calibration
AP_Int8 _gpsGlitchRadiusMax ; // Maximum allowed discrepancy between inertial and GPS Horizontal position before GPS glitch is declared : m
AP_Float _flowNoise ; // optical flow rate measurement noise
AP_Int16 _flowInnovGate ; // Percentage number of standard deviations applied to optical flow innovation consistency check
AP_Int8 _flowDelay_ms ; // effective average delay of optical flow measurements rel to IMU (msec)
AP_Int16 _rngInnovGate ; // Percentage number of standard deviations applied to range finder innovation consistency check
AP_Float _maxFlowRate ; // Maximum flow rate magnitude that will be accepted by the filter
AP_Int8 _altSource ; // Primary alt source during optical flow navigation. 0 = use Baro, 1 = use range finder.
AP_Float _rngNoise ; // Range finder noise : m
AP_Int8 _gpsCheck ; // Bitmask controlling which preflight GPS checks are bypassed
AP_Int8 _imuMask ; // Bitmask of IMUs to instantiate EKF3 for
AP_Int16 _gpsCheckScaler ; // Percentage increase to be applied to GPS pre-flight accuracy and drift thresholds
AP_Float _noaidHorizNoise ; // horizontal position measurement noise assumed when synthesised zero position measurements are used to constrain attitude drift : m
AP_Int8 _logging_mask ; // mask of IMUs to log
AP_Float _yawNoise ; // magnetic yaw measurement noise : rad
AP_Int16 _yawInnovGate ; // Percentage number of standard deviations applied to magnetic yaw innovation consistency check
AP_Int8 _tauVelPosOutput ; // Time constant of output complementary filter : csec (centi-seconds)
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AP_Int8 _useRngSwHgt ; // Maximum valid range of the range finder as a percentage of the maximum range specified by the sensor driver
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AP_Float _terrGradMax ; // Maximum terrain gradient below the vehicle
AP_Float _rngBcnNoise ; // Range beacon measurement noise (m)
AP_Int16 _rngBcnInnovGate ; // Percentage number of standard deviations applied to range beacon innovation consistency check
AP_Int8 _rngBcnDelay_ms ; // effective average delay of range beacon measurements rel to IMU (msec)
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AP_Float _useRngSwSpd ; // Maximum horizontal ground speed to use range finder as the primary height source (m/s)
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AP_Float _accBiasLim ; // Accelerometer bias limit (m/s/s)
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AP_Int8 _magMask ; // Bitmask forcng specific EKF core instances to use simple heading magnetometer fusion.
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// Tuning parameters
const float gpsNEVelVarAccScale ; // Scale factor applied to NE velocity measurement variance due to manoeuvre acceleration
const float gpsDVelVarAccScale ; // Scale factor applied to vertical velocity measurement variance due to manoeuvre acceleration
const float gpsPosVarAccScale ; // Scale factor applied to horizontal position measurement variance due to manoeuvre acceleration
const uint16_t magDelay_ms ; // Magnetometer measurement delay (msec)
const uint16_t tasDelay_ms ; // Airspeed measurement delay (msec)
const uint16_t tiltDriftTimeMax_ms ; // Maximum number of ms allowed without any form of tilt aiding (GPS, flow, TAS, etc)
const uint16_t posRetryTimeUseVel_ms ; // Position aiding retry time with velocity measurements (msec)
const uint16_t posRetryTimeNoVel_ms ; // Position aiding retry time without velocity measurements (msec)
const uint16_t hgtRetryTimeMode0_ms ; // Height retry time with vertical velocity measurement (msec)
const uint16_t hgtRetryTimeMode12_ms ; // Height retry time without vertical velocity measurement (msec)
const uint16_t tasRetryTime_ms ; // True airspeed timeout and retry interval (msec)
const uint32_t magFailTimeLimit_ms ; // number of msec before a magnetometer failing innovation consistency checks is declared failed (msec)
const float magVarRateScale ; // scale factor applied to magnetometer variance due to angular rate
const float gyroBiasNoiseScaler ; // scale factor applied to gyro bias state process noise when on ground
const uint16_t hgtAvg_ms ; // average number of msec between height measurements
const uint16_t betaAvg_ms ; // average number of msec between synthetic sideslip measurements
const float covTimeStepMax ; // maximum time (sec) between covariance prediction updates
const float covDelAngMax ; // maximum delta angle between covariance prediction updates
const float DCM33FlowMin ; // If Tbn(3,3) is less than this number, optical flow measurements will not be fused as tilt is too high.
const float fScaleFactorPnoise ; // Process noise added to focal length scale factor state variance at each time step
const uint8_t flowTimeDeltaAvg_ms ; // average interval between optical flow measurements (msec)
const uint32_t flowIntervalMax_ms ; // maximum allowable time between flow fusion events
const uint16_t gndEffectTimeout_ms ; // time in msec that ground effect mode is active after being activated
const float gndEffectBaroScaler ; // scaler applied to the barometer observation variance when ground effect mode is active
const uint8_t gndGradientSigma ; // RMS terrain gradient percentage assumed by the terrain height estimation
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const uint16_t fusionTimeStep_ms ; // The minimum time interval between covariance predictions and measurement fusions in msec
const uint8_t sensorIntervalMin_ms ; // The minimum allowed time between measurements from any non-IMU sensor (msec)
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struct {
bool enabled : 1 ;
bool log_compass : 1 ;
bool log_gps : 1 ;
bool log_baro : 1 ;
bool log_imu : 1 ;
} logging ;
// time at start of current filter update
uint64_t imuSampleTime_us ;
struct {
uint32_t last_function_call ; // last time getLastYawYawResetAngle was called
bool core_changed ; // true when a core change happened and hasn't been consumed, false otherwise
uint32_t last_primary_change ; // last time a primary has changed
float core_delta ; // the amount of yaw change between cores when a change happened
} yaw_reset_data ;
struct {
uint32_t last_function_call ; // last time getLastPosNorthEastReset was called
bool core_changed ; // true when a core change happened and hasn't been consumed, false otherwise
uint32_t last_primary_change ; // last time a primary has changed
Vector2f core_delta ; // the amount of NE position change between cores when a change happened
} pos_reset_data ;
struct {
uint32_t last_function_call ; // last time getLastPosDownReset was called
bool core_changed ; // true when a core change happened and hasn't been consumed, false otherwise
uint32_t last_primary_change ; // last time a primary has changed
float core_delta ; // the amount of D position change between cores when a change happened
} pos_down_reset_data ;
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bool runCoreSelection ; // true when the primary core has stabilised and the core selection logic can be started
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bool coreSetupRequired [ 7 ] ; // true when this core index needs to be setup
uint8_t coreImuIndex [ 7 ] ; // IMU index used by this core
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// update the yaw reset data to capture changes due to a lane switch
// new_primary - index of the ekf instance that we are about to switch to as the primary
// old_primary - index of the ekf instance that we are currently using as the primary
void updateLaneSwitchYawResetData ( uint8_t new_primary , uint8_t old_primary ) ;
// update the position reset data to capture changes due to a lane switch
// new_primary - index of the ekf instance that we are about to switch to as the primary
// old_primary - index of the ekf instance that we are currently using as the primary
void updateLaneSwitchPosResetData ( uint8_t new_primary , uint8_t old_primary ) ;
// update the position down reset data to capture changes due to a lane switch
// new_primary - index of the ekf instance that we are about to switch to as the primary
// old_primary - index of the ekf instance that we are currently using as the primary
void updateLaneSwitchPosDownResetData ( uint8_t new_primary , uint8_t old_primary ) ;
} ;