mirror of
https://github.com/ArduPilot/ardupilot
synced 2025-01-06 16:08:28 -04:00
39969e7d8e
AP_NavEKF3: Implement same maths as PX4/ecl EKF Replace attitude vector states with quaternions Remove gyro scale factor states Add XY accel delta velocity bias estimation Initial tuning Add GPS body frame offset compensation AP_NavEKF3: Fix bugs and consolidate aiding switch logic Switching in and out of aiding modes was being performed in more than one place and was using two variables. The reversion out of GPS mode due to prolonged loss of GPS was not working. This consolidates the logic and ensures that PV_AidingMode is only changed by the setAidingMode function. AP_NavEKF3: prevent multiple fusion mode changes per filter update AP_NavEKF3: Update tuning defaults AP_NavEKF3: Fix bug causing switching in and out of aiding If the GPS receiver was disconnected and no data received, then then the gpsGoodToAlign check did not get a chance to run and becasue it was previously true the EKF would switch back into aiding. This prevents this by ensuring that gpsGoodToAlign defaults to false when the check is not being performed. An additional check has also been dded to ensure that there is GPS data to fuse before we declare ready to use GPS. AP_NavEKF3: Fix bug preventing planes recovering from bad magnetometers This bug created a race condition whereby if the EKF had to reset the yaw to the GPS ground course to recover from a bad magnetometer, the new heading could be over-written by the bad magnetic heading when the plane reached the height for the scheduled reset. AP_NavEKF3: Improve switch-over to backup magnetometer When switching over to a back up magnetometer, ensure that the earth field estimate are reset. Otherwise mag earth field estimates due to the previous failed mag could cause data from the new mag to be rejected. AP_NavEKF3: enable automatic use of range finder height AP_NavEKF3: Fix bug in handling of invalid range data AP_NavEKF3: Fix height drift on ground using range finder without GPSAP_NavEKF3: AP_NavEKF3: Handle yaw jumps due to core switches AP_NavEKF3: Enable simultaneous GPS and optical flow use AP_NavEKF3: fix console status reporting AP_NavEKF3: send messages to mavlink instead of console This allows the GCS to better handle the display of messages to the user. AP_NavEKF3: replace deprecated function call AP_NavEKF3: Compensate for sensor body frame offsets AP_NavEKF3: Fix bug in median filter code AP_NavEKF3: save some memory in the position offsets in EKF3 We don't need to copy that vector3f for every sample. A uint8_t does the job AP_NavEKF3: Add fusion of range beacon data AP_NavEKF3: Bring up to date with EKF2 AP_NavEKF3: Misc range beacon updates AP_NavEKF3: Add mising accessors AP_NavEKF3: remove duplicate include AP_NavEKF3: Prevent NaN's when accessing range beacon debug data AP_NavEKF3: Update range beacon naming AP_NavEKF3: updates AP_NavEKF3: miscellaneous changes AP_NavEKF3: misc updates AP_NavEKF3: misc range beacons updates AP_NavEKF3: add missing rover default param
450 lines
19 KiB
C++
450 lines
19 KiB
C++
/// -*- tab-width: 4; Mode: C++; c-basic-offset: 4; indent-tabs-mode: nil -*-
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#include <AP_HAL/AP_HAL.h>
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#if HAL_CPU_CLASS >= HAL_CPU_CLASS_150
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#include "AP_NavEKF3.h"
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#include "AP_NavEKF3_core.h"
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#include <AP_AHRS/AP_AHRS.h>
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#include <AP_Vehicle/AP_Vehicle.h>
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#include <GCS_MAVLink/GCS.h>
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#include <stdio.h>
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extern const AP_HAL::HAL& hal;
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/* Monitor GPS data to see if quality is good enough to initialise the EKF
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Monitor magnetometer innovations to to see if the heading is good enough to use GPS
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Return true if all criteria pass for 10 seconds
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We also record the failure reason so that prearm_failure_reason()
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can give a good report to the user on why arming is failing
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*/
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bool NavEKF3_core::calcGpsGoodToAlign(void)
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{
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if (inFlight && assume_zero_sideslip() && !use_compass()) {
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// this is a special case where a plane has launched without magnetometer
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// is now in the air and needs to align yaw to the GPS and start navigating as soon as possible
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return true;
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}
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// User defined multiplier to be applied to check thresholds
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float checkScaler = 0.01f*(float)frontend->_gpsCheckScaler;
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// If we have good magnetometer consistency and bad innovations for longer than 5 seconds then we reset heading and field states
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// This enables us to handle large changes to the external magnetic field environment that occur before arming
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if ((magTestRatio.x <= 1.0f && magTestRatio.y <= 1.0f && yawTestRatio <= 1.0f) || !consistentMagData) {
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magYawResetTimer_ms = imuSampleTime_ms;
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}
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if ((imuSampleTime_ms - magYawResetTimer_ms > 5000) && !motorsArmed) {
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// request reset of heading and magnetic field states
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magYawResetRequest = true;
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// reset timer to ensure that bad magnetometer data cannot cause a heading reset more often than every 5 seconds
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magYawResetTimer_ms = imuSampleTime_ms;
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}
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// Check for significant change in GPS position if disarmed which indicates bad GPS
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// This check can only be used when the vehicle is stationary
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const struct Location &gpsloc = _ahrs->get_gps().location(); // Current location
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const float posFiltTimeConst = 10.0f; // time constant used to decay position drift
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// calculate time lapsesd since last update and limit to prevent numerical errors
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float deltaTime = constrain_float(float(imuDataDelayed.time_ms - lastPreAlignGpsCheckTime_ms)*0.001f,0.01f,posFiltTimeConst);
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lastPreAlignGpsCheckTime_ms = imuDataDelayed.time_ms;
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// Sum distance moved
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gpsDriftNE += location_diff(gpsloc_prev, gpsloc).length();
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gpsloc_prev = gpsloc;
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// Decay distance moved exponentially to zero
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gpsDriftNE *= (1.0f - deltaTime/posFiltTimeConst);
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// Clamp the fiter state to prevent excessive persistence of large transients
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gpsDriftNE = MIN(gpsDriftNE,10.0f);
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// Fail if more than 3 metres drift after filtering whilst on-ground
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// This corresponds to a maximum acceptable average drift rate of 0.3 m/s or single glitch event of 3m
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bool gpsDriftFail = (gpsDriftNE > 3.0f*checkScaler) && onGround && (frontend->_gpsCheck & MASK_GPS_POS_DRIFT);
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// Report check result as a text string and bitmask
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if (gpsDriftFail) {
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hal.util->snprintf(prearm_fail_string,
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sizeof(prearm_fail_string),
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"GPS drift %.1fm (needs %.1f)", (double)gpsDriftNE, (double)(3.0f*checkScaler));
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gpsCheckStatus.bad_horiz_drift = true;
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} else {
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gpsCheckStatus.bad_horiz_drift = false;
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}
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// Check that the vertical GPS vertical velocity is reasonable after noise filtering
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bool gpsVertVelFail;
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if (_ahrs->get_gps().have_vertical_velocity() && onGround) {
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// check that the average vertical GPS velocity is close to zero
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gpsVertVelFilt = 0.1f * gpsDataNew.vel.z + 0.9f * gpsVertVelFilt;
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gpsVertVelFilt = constrain_float(gpsVertVelFilt,-10.0f,10.0f);
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gpsVertVelFail = (fabsf(gpsVertVelFilt) > 0.3f*checkScaler) && (frontend->_gpsCheck & MASK_GPS_VERT_SPD);
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} else if ((frontend->_fusionModeGPS == 0) && !_ahrs->get_gps().have_vertical_velocity()) {
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// If the EKF settings require vertical GPS velocity and the receiver is not outputting it, then fail
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gpsVertVelFail = true;
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// if we have a 3D fix with no vertical velocity and
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// EK2_GPS_TYPE=0 then change it to 1. It means the GPS is not
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// capable of giving a vertical velocity
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if (_ahrs->get_gps().status() >= AP_GPS::GPS_OK_FIX_3D) {
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frontend->_fusionModeGPS.set(1);
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GCS_MAVLINK::send_statustext_all(MAV_SEVERITY_WARNING, "EK2: Changed EK2_GPS_TYPE to 1");
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}
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} else {
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gpsVertVelFail = false;
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}
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// Report check result as a text string and bitmask
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if (gpsVertVelFail) {
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hal.util->snprintf(prearm_fail_string,
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sizeof(prearm_fail_string),
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"GPS vertical speed %.2fm/s (needs %.2f)", (double)fabsf(gpsVertVelFilt), (double)(0.3f*checkScaler));
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gpsCheckStatus.bad_vert_vel = true;
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} else {
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gpsCheckStatus.bad_vert_vel = false;
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}
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// Check that the horizontal GPS vertical velocity is reasonable after noise filtering
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// This check can only be used if the vehicle is stationary
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bool gpsHorizVelFail;
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if (onGround) {
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gpsHorizVelFilt = 0.1f * norm(gpsDataDelayed.vel.x,gpsDataDelayed.vel.y) + 0.9f * gpsHorizVelFilt;
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gpsHorizVelFilt = constrain_float(gpsHorizVelFilt,-10.0f,10.0f);
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gpsHorizVelFail = (fabsf(gpsHorizVelFilt) > 0.3f*checkScaler) && (frontend->_gpsCheck & MASK_GPS_HORIZ_SPD);
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} else {
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gpsHorizVelFail = false;
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}
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// Report check result as a text string and bitmask
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if (gpsHorizVelFail) {
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hal.util->snprintf(prearm_fail_string,
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sizeof(prearm_fail_string),
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"GPS horizontal speed %.2fm/s (needs %.2f)", (double)gpsDriftNE, (double)(0.3f*checkScaler));
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gpsCheckStatus.bad_horiz_vel = true;
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} else {
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gpsCheckStatus.bad_horiz_vel = false;
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}
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// fail if horiziontal position accuracy not sufficient
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float hAcc = 0.0f;
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bool hAccFail;
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if (_ahrs->get_gps().horizontal_accuracy(hAcc)) {
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hAccFail = (hAcc > 5.0f*checkScaler) && (frontend->_gpsCheck & MASK_GPS_POS_ERR);
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} else {
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hAccFail = false;
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}
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// Report check result as a text string and bitmask
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if (hAccFail) {
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hal.util->snprintf(prearm_fail_string,
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sizeof(prearm_fail_string),
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"GPS horiz error %.1fm (needs %.1f)", (double)hAcc, (double)(5.0f*checkScaler));
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gpsCheckStatus.bad_hAcc = true;
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} else {
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gpsCheckStatus.bad_hAcc = false;
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}
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// fail if reported speed accuracy greater than threshold
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bool gpsSpdAccFail = (gpsSpdAccuracy > 1.0f*checkScaler) && (frontend->_gpsCheck & MASK_GPS_SPD_ERR);
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// Report check result as a text string and bitmask
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if (gpsSpdAccFail) {
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hal.util->snprintf(prearm_fail_string,
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sizeof(prearm_fail_string),
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"GPS speed error %.1f (needs %.1f)", (double)gpsSpdAccuracy, (double)(1.0f*checkScaler));
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gpsCheckStatus.bad_sAcc = true;
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} else {
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gpsCheckStatus.bad_sAcc = false;
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}
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// fail if satellite geometry is poor
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bool hdopFail = (_ahrs->get_gps().get_hdop() > 250) && (frontend->_gpsCheck & MASK_GPS_HDOP);
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// Report check result as a text string and bitmask
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if (hdopFail) {
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hal.util->snprintf(prearm_fail_string, sizeof(prearm_fail_string),
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"GPS HDOP %.1f (needs 2.5)", (double)(0.01f * _ahrs->get_gps().get_hdop()));
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gpsCheckStatus.bad_hdop = true;
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} else {
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gpsCheckStatus.bad_hdop = false;
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}
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// fail if not enough sats
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bool numSatsFail = (_ahrs->get_gps().num_sats() < 6) && (frontend->_gpsCheck & MASK_GPS_NSATS);
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// Report check result as a text string and bitmask
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if (numSatsFail) {
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hal.util->snprintf(prearm_fail_string, sizeof(prearm_fail_string),
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"GPS numsats %u (needs 6)", _ahrs->get_gps().num_sats());
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gpsCheckStatus.bad_sats = true;
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} else {
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gpsCheckStatus.bad_sats = false;
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}
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// fail if magnetometer innovations are outside limits indicating bad yaw
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// with bad yaw we are unable to use GPS
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bool yawFail;
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if ((magTestRatio.x > 1.0f || magTestRatio.y > 1.0f || yawTestRatio > 1.0f) && (frontend->_gpsCheck & MASK_GPS_YAW_ERR)) {
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yawFail = true;
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} else {
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yawFail = false;
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}
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// Report check result as a text string and bitmask
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if (yawFail) {
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hal.util->snprintf(prearm_fail_string,
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sizeof(prearm_fail_string),
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"Mag yaw error x=%.1f y=%.1f",
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(double)magTestRatio.x,
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(double)magTestRatio.y);
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gpsCheckStatus.bad_yaw = true;
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} else {
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gpsCheckStatus.bad_yaw = false;
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}
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// assume failed first time through and notify user checks have started
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if (lastGpsVelFail_ms == 0) {
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hal.util->snprintf(prearm_fail_string, sizeof(prearm_fail_string), "EKF starting GPS checks");
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lastGpsVelFail_ms = imuSampleTime_ms;
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}
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// record time of fail
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if (gpsSpdAccFail || numSatsFail || hdopFail || hAccFail || yawFail || gpsDriftFail || gpsVertVelFail || gpsHorizVelFail) {
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lastGpsVelFail_ms = imuSampleTime_ms;
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}
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// continuous period without fail required to return a healthy status
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if (imuSampleTime_ms - lastGpsVelFail_ms > 10000) {
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return true;
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}
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return false;
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}
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// update inflight calculaton that determines if GPS data is good enough for reliable navigation
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void NavEKF3_core::calcGpsGoodForFlight(void)
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{
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// use a simple criteria based on the GPS receivers claimed speed accuracy and the EKF innovation consistency checks
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// set up varaibles and constants used by filter that is applied to GPS speed accuracy
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const float alpha1 = 0.2f; // coefficient for first stage LPF applied to raw speed accuracy data
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const float tau = 10.0f; // time constant (sec) of peak hold decay
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if (lastGpsCheckTime_ms == 0) {
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lastGpsCheckTime_ms = imuSampleTime_ms;
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}
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float dtLPF = (imuSampleTime_ms - lastGpsCheckTime_ms) * 1e-3f;
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lastGpsCheckTime_ms = imuSampleTime_ms;
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float alpha2 = constrain_float(dtLPF/tau,0.0f,1.0f);
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// get the receivers reported speed accuracy
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float gpsSpdAccRaw;
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if (!_ahrs->get_gps().speed_accuracy(gpsSpdAccRaw)) {
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gpsSpdAccRaw = 0.0f;
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}
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// filter the raw speed accuracy using a LPF
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sAccFilterState1 = constrain_float((alpha1 * gpsSpdAccRaw + (1.0f - alpha1) * sAccFilterState1),0.0f,10.0f);
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// apply a peak hold filter to the LPF output
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sAccFilterState2 = MAX(sAccFilterState1,((1.0f - alpha2) * sAccFilterState2));
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// Apply a threshold test with hysteresis to the filtered GPS speed accuracy data
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if (sAccFilterState2 > 1.5f ) {
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gpsSpdAccPass = false;
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} else if(sAccFilterState2 < 1.0f) {
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gpsSpdAccPass = true;
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}
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// Apply a threshold test with hysteresis to the normalised position and velocity innovations
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// Require a fail for one second and a pass for 10 seconds to transition
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if (lastInnovFailTime_ms == 0) {
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lastInnovFailTime_ms = imuSampleTime_ms;
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lastInnovPassTime_ms = imuSampleTime_ms;
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}
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if (velTestRatio < 1.0f && posTestRatio < 1.0f) {
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lastInnovPassTime_ms = imuSampleTime_ms;
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} else if (velTestRatio > 0.7f || posTestRatio > 0.7f) {
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lastInnovFailTime_ms = imuSampleTime_ms;
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}
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if ((imuSampleTime_ms - lastInnovPassTime_ms) > 1000) {
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ekfInnovationsPass = false;
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} else if ((imuSampleTime_ms - lastInnovFailTime_ms) > 10000) {
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ekfInnovationsPass = true;
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}
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// both GPS speed accuracy and EKF innovations must pass
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gpsAccuracyGood = gpsSpdAccPass && ekfInnovationsPass;
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}
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// Detect if we are in flight or on ground
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void NavEKF3_core::detectFlight()
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{
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/*
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If we are a fly forward type vehicle (eg plane), then in-air status can be determined through a combination of speed and height criteria.
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Because of the differing certainty requirements of algorithms that need the in-flight / on-ground status we use two booleans where
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onGround indicates a high certainty we are not flying and inFlight indicates a high certainty we are flying. It is possible for
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both onGround and inFlight to be false if the status is uncertain, but they cannot both be true.
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If we are a plane as indicated by the assume_zero_sideslip() status, then different logic is used
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TODO - this logic should be moved out of the EKF and into the flight vehicle code.
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*/
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if (assume_zero_sideslip()) {
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// To be confident we are in the air we use a criteria which combines arm status, ground speed, airspeed and height change
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float gndSpdSq = sq(gpsDataDelayed.vel.x) + sq(gpsDataDelayed.vel.y);
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bool highGndSpd = false;
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bool highAirSpd = false;
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bool largeHgtChange = false;
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// trigger at 8 m/s airspeed
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if (_ahrs->airspeed_sensor_enabled()) {
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const AP_Airspeed *airspeed = _ahrs->get_airspeed();
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if (airspeed->get_airspeed() * airspeed->get_EAS2TAS() > 10.0f) {
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highAirSpd = true;
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}
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}
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// trigger at 10 m/s GPS velocity, but not if GPS is reporting bad velocity errors
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if (gndSpdSq > 100.0f && gpsSpdAccuracy < 1.0f) {
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highGndSpd = true;
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}
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// trigger if more than 10m away from initial height
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if (fabsf(hgtMea) > 10.0f) {
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largeHgtChange = true;
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}
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// Determine to a high certainty we are flying
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if (motorsArmed && highGndSpd && (highAirSpd || largeHgtChange)) {
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onGround = false;
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inFlight = true;
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}
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// if is possible we are in flight, set the time this condition was last detected
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if (motorsArmed && (highGndSpd || highAirSpd || largeHgtChange)) {
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airborneDetectTime_ms = imuSampleTime_ms;
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onGround = false;
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}
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// Determine to a high certainty we are not flying
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// after 5 seconds of not detecting a possible flight condition or we are disarmed, we transition to on-ground mode
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if(!motorsArmed || ((imuSampleTime_ms - airborneDetectTime_ms) > 5000)) {
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onGround = true;
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inFlight = false;
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}
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} else {
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// Non fly forward vehicle, so can only use height and motor arm status
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// If the motors are armed then we could be flying and if they are not armed then we are definitely not flying
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if (motorsArmed) {
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onGround = false;
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} else {
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inFlight = false;
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onGround = true;
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}
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// If height has increased since exiting on-ground, then we definitely are flying
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if (!onGround && ((stateStruct.position.z - posDownAtTakeoff) < -1.5f)) {
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inFlight = true;
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}
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// If rangefinder has increased since exiting on-ground, then we definitely are flying
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if (!onGround && ((rangeDataNew.rng - rngAtStartOfFlight) > 0.5f)) {
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inFlight = true;
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}
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}
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// store current on-ground and in-air status for next time
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prevOnGround = onGround;
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prevInFlight = inFlight;
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// Store vehicle height and range prior to takeoff for use in post takeoff checks
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if (onGround) {
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// store vertical position at start of flight to use as a reference for ground relative checks
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posDownAtTakeoff = stateStruct.position.z;
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// store the range finder measurement which will be used as a reference to detect when we have taken off
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rngAtStartOfFlight = rangeDataNew.rng;
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// if the magnetic field states have been set, then continue to update the vertical position
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// quaternion and yaw innovation snapshots to use as a reference when we start to fly.
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if (magStateInitComplete) {
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posDownAtLastMagReset = stateStruct.position.z;
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quatAtLastMagReset = stateStruct.quat;
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yawInnovAtLastMagReset = innovYaw;
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}
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}
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}
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// determine if a takeoff is expected so that we can compensate for expected barometer errors due to ground effect
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bool NavEKF3_core::getTakeoffExpected()
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{
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if (expectGndEffectTakeoff && imuSampleTime_ms - takeoffExpectedSet_ms > frontend->gndEffectTimeout_ms) {
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expectGndEffectTakeoff = false;
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}
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return expectGndEffectTakeoff;
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}
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// called by vehicle code to specify that a takeoff is happening
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// causes the EKF to compensate for expected barometer errors due to ground effect
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void NavEKF3_core::setTakeoffExpected(bool val)
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|
{
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takeoffExpectedSet_ms = imuSampleTime_ms;
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expectGndEffectTakeoff = val;
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}
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|
|
|
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// determine if a touchdown is expected so that we can compensate for expected barometer errors due to ground effect
|
|
bool NavEKF3_core::getTouchdownExpected()
|
|
{
|
|
if (expectGndEffectTouchdown && imuSampleTime_ms - touchdownExpectedSet_ms > frontend->gndEffectTimeout_ms) {
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|
expectGndEffectTouchdown = false;
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|
}
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|
|
|
return expectGndEffectTouchdown;
|
|
}
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|
|
|
// 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 NavEKF3_core::setTouchdownExpected(bool val)
|
|
{
|
|
touchdownExpectedSet_ms = imuSampleTime_ms;
|
|
expectGndEffectTouchdown = 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 NavEKF3_core::setTerrainHgtStable(bool val)
|
|
{
|
|
terrainHgtStableSet_ms = imuSampleTime_ms;
|
|
terrainHgtStable = val;
|
|
}
|
|
|
|
// Detect takeoff for optical flow navigation
|
|
void NavEKF3_core::detectOptFlowTakeoff(void)
|
|
{
|
|
if (!onGround && !takeOffDetected && (imuSampleTime_ms - timeAtArming_ms) > 1000) {
|
|
// we are no longer confidently on the ground so check the range finder and gyro for signs of takeoff
|
|
const AP_InertialSensor &ins = _ahrs->get_ins();
|
|
Vector3f angRateVec;
|
|
Vector3f gyroBias;
|
|
getGyroBias(gyroBias);
|
|
bool dual_ins = ins.get_gyro_health(0) && ins.get_gyro_health(1);
|
|
if (dual_ins) {
|
|
angRateVec = (ins.get_gyro(0) + ins.get_gyro(1)) * 0.5f - gyroBias;
|
|
} else {
|
|
angRateVec = ins.get_gyro() - gyroBias;
|
|
}
|
|
|
|
takeOffDetected = (takeOffDetected || (angRateVec.length() > 0.1f) || (rangeDataNew.rng > (rngAtStartOfFlight + 0.1f)));
|
|
} else if (onGround) {
|
|
// we are confidently on the ground so set the takeoff detected status to false
|
|
takeOffDetected = false;
|
|
}
|
|
}
|
|
|
|
#endif // HAL_CPU_CLASS
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