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- #include <AP_HAL/AP_HAL.h>
- #include "AP_NavEKF2.h"
- #include "AP_NavEKF2_core.h"
- #include <AP_AHRS/AP_AHRS.h>
- #include <AP_Vehicle/AP_Vehicle.h>
- #include <GCS_MAVLink/GCS.h>
- #include <AP_GPS/AP_GPS.h>
- #include <stdio.h>
- extern const AP_HAL::HAL& hal;
- // Control filter mode transitions
- void NavEKF2_core::controlFilterModes()
- {
- // Determine motor arm status
- prevMotorsArmed = motorsArmed;
- motorsArmed = hal.util->get_soft_armed();
- if (motorsArmed && !prevMotorsArmed) {
- // set the time at which we arm to assist with checks
- timeAtArming_ms = imuSampleTime_ms;
- }
- // Detect if we are in flight on or ground
- detectFlight();
- // Determine if learning of wind and magnetic field will be enabled and set corresponding indexing limits to
- // avoid unnecessary operations
- setWindMagStateLearningMode();
- // Check the alignmnent status of the tilt and yaw attitude
- // Used during initial bootstrap alignment of the filter
- checkAttitudeAlignmentStatus();
- // Set the type of inertial navigation aiding used
- setAidingMode();
- }
- /*
- return effective value for _magCal for this core
- */
- uint8_t NavEKF2_core::effective_magCal(void) const
- {
- // force use of simple magnetic heading fusion for specified cores
- if (frontend->_magMask & core_index) {
- return 2;
- } else {
- return frontend->_magCal;
- }
- }
- // Determine if learning of wind and magnetic field will be enabled and set corresponding indexing limits to
- // avoid unnecessary operations
- void NavEKF2_core::setWindMagStateLearningMode()
- {
- // If we are on ground, or in constant position mode, or don't have the right vehicle and sensing to estimate wind, inhibit wind states
- bool setWindInhibit = (!useAirspeed() && !assume_zero_sideslip()) || onGround || (PV_AidingMode == AID_NONE);
- if (!inhibitWindStates && setWindInhibit) {
- inhibitWindStates = true;
- } else if (inhibitWindStates && !setWindInhibit) {
- inhibitWindStates = false;
- // set states and variances
- if (yawAlignComplete && useAirspeed()) {
- // if we have airspeed and a valid heading, set the wind states to the reciprocal of the vehicle heading
- // which assumes the vehicle has launched into the wind
- Vector3f tempEuler;
- stateStruct.quat.to_euler(tempEuler.x, tempEuler.y, tempEuler.z);
- float windSpeed = sqrtf(sq(stateStruct.velocity.x) + sq(stateStruct.velocity.y)) - tasDataDelayed.tas;
- stateStruct.wind_vel.x = windSpeed * cosf(tempEuler.z);
- stateStruct.wind_vel.y = windSpeed * sinf(tempEuler.z);
- // set the wind sate variances to the measurement uncertainty
- for (uint8_t index=22; index<=23; index++) {
- P[index][index] = sq(constrain_float(frontend->_easNoise, 0.5f, 5.0f) * constrain_float(_ahrs->get_EAS2TAS(), 0.9f, 10.0f));
- }
- } else {
- // set the variances using a typical wind speed
- for (uint8_t index=22; index<=23; index++) {
- P[index][index] = sq(5.0f);
- }
- }
- }
- // determine if the vehicle is manoeuvring
- if (accNavMagHoriz > 0.5f) {
- manoeuvring = true;
- } else {
- manoeuvring = false;
- }
- // Determine if learning of magnetic field states has been requested by the user
- uint8_t magCal = effective_magCal();
- bool magCalRequested =
- ((magCal == 0) && inFlight) || // when flying
- ((magCal == 1) && manoeuvring) || // when manoeuvring
- ((magCal == 3) && finalInflightYawInit && finalInflightMagInit) || // when initial in-air yaw and mag field reset is complete
- (magCal == 4); // all the time
- // Deny mag calibration request if we aren't using the compass, it has been inhibited by the user,
- // we do not have an absolute position reference or are on the ground (unless explicitly requested by the user)
- bool magCalDenied = !use_compass() || (magCal == 2) || (onGround && magCal != 4);
- // Inhibit the magnetic field calibration if not requested or denied
- bool setMagInhibit = !magCalRequested || magCalDenied;
- if (!inhibitMagStates && setMagInhibit) {
- inhibitMagStates = true;
- } else if (inhibitMagStates && !setMagInhibit) {
- inhibitMagStates = false;
- if (magFieldLearned) {
- // if we have already learned the field states, then retain the learned variances
- P[16][16] = earthMagFieldVar.x;
- P[17][17] = earthMagFieldVar.y;
- P[18][18] = earthMagFieldVar.z;
- P[19][19] = bodyMagFieldVar.x;
- P[20][20] = bodyMagFieldVar.y;
- P[21][21] = bodyMagFieldVar.z;
- } else {
- // set the variances equal to the observation variances
- for (uint8_t index=18; index<=21; index++) {
- P[index][index] = sq(frontend->_magNoise);
- }
- // set the NE earth magnetic field states using the published declination
- // and set the corresponding variances and covariances
- alignMagStateDeclination();
- }
- // request a reset of the yaw and magnetic field states if not done before
- if (!magStateInitComplete || (!finalInflightMagInit && inFlight)) {
- magYawResetRequest = true;
- }
- }
- // If on ground we clear the flag indicating that the magnetic field in-flight initialisation has been completed
- // because we want it re-done for each takeoff
- if (onGround) {
- finalInflightYawInit = false;
- finalInflightMagInit = false;
- }
- // Adjust the indexing limits used to address the covariance, states and other EKF arrays to avoid unnecessary operations
- // if we are not using those states
- if (inhibitMagStates && inhibitWindStates) {
- stateIndexLim = 15;
- } else if (inhibitWindStates) {
- stateIndexLim = 21;
- } else {
- stateIndexLim = 23;
- }
- }
- // Set inertial navigation aiding mode
- void NavEKF2_core::setAidingMode()
- {
- // Save the previous status so we can detect when it has changed
- PV_AidingModePrev = PV_AidingMode;
- // Determine if we should change aiding mode
- switch (PV_AidingMode) {
- case AID_NONE: {
- // Don't allow filter to start position or velocity aiding until the tilt and yaw alignment is complete
- // and IMU gyro bias estimates have stabilised
- bool filterIsStable = tiltAlignComplete && yawAlignComplete && checkGyroCalStatus();
- // If GPS usage has been prohiited then we use flow aiding provided optical flow data is present
- // GPS aiding is the preferred option unless excluded by the user
- bool canUseGPS = ((frontend->_fusionModeGPS) != 3 && readyToUseGPS() && filterIsStable && !gpsInhibit);
- bool canUseRangeBeacon = readyToUseRangeBeacon() && filterIsStable;
- bool canUseExtNav = readyToUseExtNav();
- if(canUseGPS || canUseRangeBeacon || canUseExtNav) {
- PV_AidingMode = AID_ABSOLUTE;
- } else if (optFlowDataPresent() && (frontend->_flowUse == FLOW_USE_NAV) && filterIsStable) {
- PV_AidingMode = AID_RELATIVE;
- }
- }
- break;
- case AID_RELATIVE: {
- // Check if the optical flow sensor has timed out
- bool flowSensorTimeout = ((imuSampleTime_ms - flowValidMeaTime_ms) > 5000);
- // Check if the fusion has timed out (flow measurements have been rejected for too long)
- bool flowFusionTimeout = ((imuSampleTime_ms - prevFlowFuseTime_ms) > 5000);
- // Enable switch to absolute position mode if GPS is available
- // If GPS is not available and flow fusion has timed out, then fall-back to no-aiding
- if((frontend->_fusionModeGPS) != 3 && readyToUseGPS() && !gpsInhibit) {
- PV_AidingMode = AID_ABSOLUTE;
- } else if (flowSensorTimeout || flowFusionTimeout) {
- PV_AidingMode = AID_NONE;
- }
- }
- break;
- case AID_ABSOLUTE: {
- // Find the minimum time without data required to trigger any check
- uint16_t minTestTime_ms = MIN(frontend->tiltDriftTimeMax_ms, MIN(frontend->posRetryTimeNoVel_ms,frontend->posRetryTimeUseVel_ms));
- // Check if optical flow data is being used
- bool optFlowUsed = (imuSampleTime_ms - prevFlowFuseTime_ms <= minTestTime_ms);
- // Check if airspeed data is being used
- bool airSpdUsed = (imuSampleTime_ms - lastTasPassTime_ms <= minTestTime_ms);
- // Check if range beacon data is being used
- bool rngBcnUsed = (imuSampleTime_ms - lastRngBcnPassTime_ms <= minTestTime_ms);
- // Check if GPS is being used
- bool posUsed = (imuSampleTime_ms - lastPosPassTime_ms <= minTestTime_ms);
- bool gpsVelUsed = (imuSampleTime_ms - lastVelPassTime_ms <= minTestTime_ms);
- // Check if attitude drift has been constrained by a measurement source
- bool attAiding = posUsed || gpsVelUsed || optFlowUsed || airSpdUsed || rngBcnUsed;
- // check if velocity drift has been constrained by a measurement source
- bool velAiding = gpsVelUsed || airSpdUsed || optFlowUsed;
- // check if position drift has been constrained by a measurement source
- bool posAiding = posUsed || rngBcnUsed;
- // Check if the loss of attitude aiding has become critical
- bool attAidLossCritical = false;
- if (!attAiding) {
- attAidLossCritical = (imuSampleTime_ms - prevFlowFuseTime_ms > frontend->tiltDriftTimeMax_ms) &&
- (imuSampleTime_ms - lastTasPassTime_ms > frontend->tiltDriftTimeMax_ms) &&
- (imuSampleTime_ms - lastRngBcnPassTime_ms > frontend->tiltDriftTimeMax_ms) &&
- (imuSampleTime_ms - lastPosPassTime_ms > frontend->tiltDriftTimeMax_ms) &&
- (imuSampleTime_ms - lastVelPassTime_ms > frontend->tiltDriftTimeMax_ms);
- }
- // Check if the loss of position accuracy has become critical
- bool posAidLossCritical = false;
- if (!posAiding ) {
- uint16_t maxLossTime_ms;
- if (!velAiding) {
- maxLossTime_ms = frontend->posRetryTimeNoVel_ms;
- } else {
- maxLossTime_ms = frontend->posRetryTimeUseVel_ms;
- }
- posAidLossCritical = (imuSampleTime_ms - lastRngBcnPassTime_ms > maxLossTime_ms) &&
- (imuSampleTime_ms - lastPosPassTime_ms > maxLossTime_ms);
- }
- if (attAidLossCritical) {
- // if the loss of attitude data is critical, then put the filter into a constant position mode
- PV_AidingMode = AID_NONE;
- posTimeout = true;
- velTimeout = true;
- rngBcnTimeout = true;
- tasTimeout = true;
- gpsNotAvailable = true;
- } else if (posAidLossCritical) {
- // if the loss of position is critical, declare all sources of position aiding as being timed out
- posTimeout = true;
- velTimeout = true;
- rngBcnTimeout = true;
- gpsNotAvailable = true;
- }
- break;
- }
- }
- // check to see if we are starting or stopping aiding and set states and modes as required
- if (PV_AidingMode != PV_AidingModePrev) {
- // set various usage modes based on the condition when we start aiding. These are then held until aiding is stopped.
- switch (PV_AidingMode) {
- case AID_NONE:
- // We have ceased aiding
- gcs().send_text(MAV_SEVERITY_WARNING, "EKF2 IMU%u has stopped aiding",(unsigned)imu_index);
- // When not aiding, estimate orientation & height fusing synthetic constant position and zero velocity measurement to constrain tilt errors
- posTimeout = true;
- velTimeout = true;
- // Reset the normalised innovation to avoid false failing bad fusion tests
- velTestRatio = 0.0f;
- posTestRatio = 0.0f;
- // store the current position to be used to keep reporting the last known position
- lastKnownPositionNE.x = stateStruct.position.x;
- lastKnownPositionNE.y = stateStruct.position.y;
- // initialise filtered altitude used to provide a takeoff reference to current baro on disarm
- // this reduces the time required for the baro noise filter to settle before the filtered baro data can be used
- meaHgtAtTakeOff = baroDataDelayed.hgt;
- // reset the vertical position state to faster recover from baro errors experienced during touchdown
- stateStruct.position.z = -meaHgtAtTakeOff;
- break;
- case AID_RELATIVE:
- // We have commenced aiding, but GPS usage has been prohibited so use optical flow only
- gcs().send_text(MAV_SEVERITY_INFO, "EKF2 IMU%u is using optical flow",(unsigned)imu_index);
- posTimeout = true;
- velTimeout = true;
- // Reset the last valid flow measurement time
- flowValidMeaTime_ms = imuSampleTime_ms;
- // Reset the last valid flow fusion time
- prevFlowFuseTime_ms = imuSampleTime_ms;
- break;
- case AID_ABSOLUTE: {
- bool canUseGPS = ((frontend->_fusionModeGPS) != 3 && readyToUseGPS() && !gpsInhibit);
- bool canUseRangeBeacon = readyToUseRangeBeacon();
- bool canUseExtNav = readyToUseExtNav();
- // We have commenced aiding and GPS usage is allowed
- if (canUseGPS) {
- gcs().send_text(MAV_SEVERITY_INFO, "EKF2 IMU%u is using GPS",(unsigned)imu_index);
- }
- posTimeout = false;
- velTimeout = false;
- // We have commenced aiding and range beacon usage is allowed
- if (canUseRangeBeacon) {
- gcs().send_text(MAV_SEVERITY_INFO, "EKF2 IMU%u is using range beacons",(unsigned)imu_index);
- gcs().send_text(MAV_SEVERITY_INFO, "EKF2 IMU%u initial pos NE = %3.1f,%3.1f (m)",(unsigned)imu_index,(double)receiverPos.x,(double)receiverPos.y);
- gcs().send_text(MAV_SEVERITY_INFO, "EKF2 IMU%u initial beacon pos D offset = %3.1f (m)",(unsigned)imu_index,(double)bcnPosOffset);
- }
- // We have commenced aiding and external nav usage is allowed
- if (canUseExtNav) {
- gcs().send_text(MAV_SEVERITY_INFO, "EKF2 IMU%u is using external nav data",(unsigned)imu_index);
- gcs().send_text(MAV_SEVERITY_INFO, "EKF2 IMU%u initial pos NED = %3.1f,%3.1f,%3.1f (m)",(unsigned)imu_index,(double)extNavDataDelayed.pos.x,(double)extNavDataDelayed.pos.y,(double)extNavDataDelayed.pos.z);
- // handle yaw reset as special case
- extNavYawResetRequest = true;
- controlMagYawReset();
- // handle height reset as special case
- hgtMea = -extNavDataDelayed.pos.z;
- posDownObsNoise = sq(constrain_float(extNavDataDelayed.posErr, 0.1f, 10.0f));
- ResetHeight();
- }
- // reset the last fusion accepted times to prevent unwanted activation of timeout logic
- lastPosPassTime_ms = imuSampleTime_ms;
- lastVelPassTime_ms = imuSampleTime_ms;
- lastRngBcnPassTime_ms = imuSampleTime_ms;
- }
- break;
- }
- // Always reset the position and velocity when changing mode
- ResetVelocity();
- ResetPosition();
- }
- }
- // Check the tilt and yaw alignmnent status
- // Used during initial bootstrap alignment of the filter
- void NavEKF2_core::checkAttitudeAlignmentStatus()
- {
- // Check for tilt convergence - used during initial alignment
- float alpha = 1.0f*imuDataDelayed.delAngDT;
- float temp=tiltErrVec.length();
- tiltErrFilt = alpha*temp + (1.0f-alpha)*tiltErrFilt;
- if (tiltErrFilt < 0.005f && !tiltAlignComplete) {
- tiltAlignComplete = true;
- gcs().send_text(MAV_SEVERITY_INFO, "EKF2 IMU%u tilt alignment complete",(unsigned)imu_index);
- }
- // submit yaw and magnetic field reset requests depending on whether we have compass data
- if (tiltAlignComplete && !yawAlignComplete) {
- if (use_compass()) {
- magYawResetRequest = true;
- gpsYawResetRequest = false;
- } else {
- magYawResetRequest = false;
- gpsYawResetRequest = true;
- }
- }
- }
- // return true if we should use the airspeed sensor
- bool NavEKF2_core::useAirspeed(void) const
- {
- return _ahrs->airspeed_sensor_enabled();
- }
- // return true if we should use the range finder sensor
- bool NavEKF2_core::useRngFinder(void) const
- {
- // TO-DO add code to set this based in setting of optical flow use parameter and presence of sensor
- return true;
- }
- // return true if optical flow data is available
- bool NavEKF2_core::optFlowDataPresent(void) const
- {
- return (imuSampleTime_ms - flowMeaTime_ms < 200);
- }
- // return true if the filter to be ready to use gps
- bool NavEKF2_core::readyToUseGPS(void) const
- {
- return validOrigin && tiltAlignComplete && yawAlignComplete && gpsGoodToAlign && (frontend->_fusionModeGPS != 3) && gpsDataToFuse;
- }
- // return true if the filter to be ready to use the beacon range measurements
- bool NavEKF2_core::readyToUseRangeBeacon(void) const
- {
- return tiltAlignComplete && yawAlignComplete && rngBcnGoodToAlign && rngBcnDataToFuse;
- }
- // return true if the filter to be ready to use external nav data
- bool NavEKF2_core::readyToUseExtNav(void) const
- {
- return tiltAlignComplete && extNavDataToFuse;
- }
- // return true if we should use the compass
- bool NavEKF2_core::use_compass(void) const
- {
- return _ahrs->get_compass() && _ahrs->get_compass()->use_for_yaw(magSelectIndex) && !allMagSensorsFailed;
- }
- /*
- should we assume zero sideslip?
- */
- bool NavEKF2_core::assume_zero_sideslip(void) const
- {
- // we don't assume zero sideslip for ground vehicles as EKF could
- // be quite sensitive to a rapid spin of the ground vehicle if
- // traction is lost
- return _ahrs->get_fly_forward() && _ahrs->get_vehicle_class() != AHRS_VEHICLE_GROUND;
- }
- // set the LLH location of the filters NED origin
- bool NavEKF2_core::setOriginLLH(const Location &loc)
- {
- if (PV_AidingMode == AID_ABSOLUTE && !extNavUsedForPos) {
- return false;
- }
- EKF_origin = loc;
- ekfGpsRefHgt = (double)0.01 * (double)EKF_origin.alt;
- // define Earth rotation vector in the NED navigation frame at the origin
- calcEarthRateNED(earthRateNED, loc.lat);
- validOrigin = true;
- return true;
- }
- // Set the NED origin to be used until the next filter reset
- void NavEKF2_core::setOrigin(const Location &loc)
- {
- EKF_origin = loc;
- // if flying, correct for height change from takeoff so that the origin is at field elevation
- if (inFlight) {
- EKF_origin.alt += (int32_t)(100.0f * stateStruct.position.z);
- }
- ekfGpsRefHgt = (double)0.01 * (double)EKF_origin.alt;
- // define Earth rotation vector in the NED navigation frame at the origin
- calcEarthRateNED(earthRateNED, EKF_origin.lat);
- validOrigin = true;
- gcs().send_text(MAV_SEVERITY_INFO, "EKF2 IMU%u origin set",(unsigned)imu_index);
- // put origin in frontend as well to ensure it stays in sync between lanes
- frontend->common_EKF_origin = EKF_origin;
- frontend->common_origin_valid = true;
- }
- // record a yaw reset event
- void NavEKF2_core::recordYawReset()
- {
- yawAlignComplete = true;
- if (inFlight) {
- finalInflightYawInit = true;
- }
- }
- // return true and set the class variable true if the delta angle bias has been learned
- bool NavEKF2_core::checkGyroCalStatus(void)
- {
- // check delta angle bias variances
- const float delAngBiasVarMax = sq(radians(0.15f * dtEkfAvg));
- delAngBiasLearned = (P[9][9] <= delAngBiasVarMax) &&
- (P[10][10] <= delAngBiasVarMax) &&
- (P[11][11] <= delAngBiasVarMax);
- return delAngBiasLearned;
- }
- // Commands the EKF to not use GPS.
- // This command must be sent prior to arming
- // This command is forgotten by the EKF each time the vehicle disarms
- // Returns 0 if command rejected
- // Returns 1 if attitude, vertical velocity and vertical position will be provided
- // Returns 2 if attitude, 3D-velocity, vertical position and relative horizontal position will be provided
- uint8_t NavEKF2_core::setInhibitGPS(void)
- {
- if((PV_AidingMode == AID_ABSOLUTE) && motorsArmed) {
- return 0;
- } else {
- gpsInhibit = true;
- return 1;
- }
- // option 2 is not yet implemented as it requires a deeper integration of optical flow and GPS operation
- }
- // Update the filter status
- void NavEKF2_core::updateFilterStatus(void)
- {
- // init return value
- filterStatus.value = 0;
- bool doingFlowNav = (PV_AidingMode == AID_RELATIVE) && flowDataValid;
- bool doingWindRelNav = !tasTimeout && assume_zero_sideslip();
- bool doingNormalGpsNav = !posTimeout && (PV_AidingMode == AID_ABSOLUTE);
- bool someVertRefData = (!velTimeout && useGpsVertVel) || !hgtTimeout;
- bool someHorizRefData = !(velTimeout && posTimeout && tasTimeout) || doingFlowNav;
- bool optFlowNavPossible = flowDataValid && delAngBiasLearned;
- bool gpsNavPossible = !gpsNotAvailable && gpsGoodToAlign && delAngBiasLearned;
- bool filterHealthy = healthy() && tiltAlignComplete && (yawAlignComplete || (!use_compass() && (PV_AidingMode == AID_NONE)));
- // If GPS height usage is specified, height is considered to be inaccurate until the GPS passes all checks
- bool hgtNotAccurate = (frontend->_altSource == 2) && !validOrigin;
- // set individual flags
- filterStatus.flags.attitude = !stateStruct.quat.is_nan() && filterHealthy; // attitude valid (we need a better check)
- filterStatus.flags.horiz_vel = someHorizRefData && filterHealthy; // horizontal velocity estimate valid
- filterStatus.flags.vert_vel = someVertRefData && filterHealthy; // vertical velocity estimate valid
- filterStatus.flags.horiz_pos_rel = ((doingFlowNav && gndOffsetValid) || doingWindRelNav || doingNormalGpsNav) && filterHealthy; // relative horizontal position estimate valid
- filterStatus.flags.horiz_pos_abs = doingNormalGpsNav && filterHealthy; // absolute horizontal position estimate valid
- filterStatus.flags.vert_pos = !hgtTimeout && filterHealthy && !hgtNotAccurate; // vertical position estimate valid
- filterStatus.flags.terrain_alt = gndOffsetValid && filterHealthy; // terrain height estimate valid
- filterStatus.flags.const_pos_mode = (PV_AidingMode == AID_NONE) && filterHealthy; // constant position mode
- filterStatus.flags.pred_horiz_pos_rel = ((optFlowNavPossible || gpsNavPossible) && filterHealthy) || filterStatus.flags.horiz_pos_rel; // we should be able to estimate a relative position when we enter flight mode
- filterStatus.flags.pred_horiz_pos_abs = (gpsNavPossible && filterHealthy) || filterStatus.flags.horiz_pos_abs; // we should be able to estimate an absolute position when we enter flight mode
- filterStatus.flags.takeoff_detected = takeOffDetected; // takeoff for optical flow navigation has been detected
- filterStatus.flags.takeoff = expectGndEffectTakeoff; // The EKF has been told to expect takeoff and is in a ground effect mitigation mode
- filterStatus.flags.touchdown = expectGndEffectTouchdown; // The EKF has been told to detect touchdown and is in a ground effect mitigation mode
- filterStatus.flags.using_gps = ((imuSampleTime_ms - lastPosPassTime_ms) < 4000) && (PV_AidingMode == AID_ABSOLUTE);
- filterStatus.flags.gps_glitching = !gpsAccuracyGood && (PV_AidingMode == AID_ABSOLUTE) && !extNavUsedForPos; // GPS glitching is affecting navigation accuracy
- filterStatus.flags.gps_quality_good = gpsGoodToAlign;
- }
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