px4-firmware/EKF/control.cpp

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/****************************************************************************
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/**
* @file control.cpp
* Control functions for ekf attitude and position estimator.
*
* @author Paul Riseborough <p_riseborough@live.com.au>
*
*/
#include "ekf.h"
void Ekf::controlFusionModes()
{
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// Determine the vehicle status
calculateVehicleStatus();
// Get the magnetic declination
calcMagDeclination();
// Check for tilt convergence during initial alignment
// filter the tilt error vector using a 1 sec time constant LPF
float filt_coef = 1.0f * _imu_sample_delayed.delta_ang_dt;
_tilt_err_length_filt = filt_coef * _tilt_err_vec.norm() + (1.0f - filt_coef) * _tilt_err_length_filt;
// Once the tilt error has reduced sufficiently, initialise the yaw and magnetic field states
if (_tilt_err_length_filt < 0.005f && !_control_status.flags.tilt_align) {
_control_status.flags.tilt_align = true;
_control_status.flags.yaw_align = resetMagHeading(_mag_sample_delayed.mag);
}
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// optical flow fusion mode selection logic
// to start using optical flow data we need angular alignment complete, and fresh optical flow and height above terrain data
if ((_params.fusion_mode & MASK_USE_OF) && !_control_status.flags.opt_flow && _control_status.flags.tilt_align
&& (_time_last_imu - _time_last_optflow) < 5e5 && (_time_last_imu - _time_last_hagl_fuse) < 5e5) {
// If the heading is not aligned, reset the yaw and magnetic field states
if (!_control_status.flags.yaw_align) {
_control_status.flags.yaw_align = resetMagHeading(_mag_sample_delayed.mag);
}
// If the heading is valid, start using optical flow aiding
if (_control_status.flags.yaw_align) {
// set the flag and reset the fusion timeout
_control_status.flags.opt_flow = true;
_time_last_of_fuse = _time_last_imu;
// if we are not using GPS and are in air, then we need to reset the velocity to be consistent with the optical flow reading
if (!_control_status.flags.gps) {
// calculate the rotation matrix from body to earth frame
matrix::Dcm<float> body_to_earth(_state.quat_nominal);
// constrain height above ground to be above minimum possible
float heightAboveGndEst = fmaxf((_terrain_vpos - _state.pos(2)), _params.rng_gnd_clearance);
// calculate absolute distance from focal point to centre of frame assuming a flat earth
float range = heightAboveGndEst / body_to_earth(2, 2);
if (_in_air && (range - _params.rng_gnd_clearance) > 0.3f && _flow_sample_delayed.dt > 0.05f) {
// calculate X and Y body relative velocities from OF measurements
Vector3f vel_optflow_body;
vel_optflow_body(0) = - range * _flow_sample_delayed.flowRadXYcomp(1) / _flow_sample_delayed.dt;
vel_optflow_body(1) = range * _flow_sample_delayed.flowRadXYcomp(0) / _flow_sample_delayed.dt;
vel_optflow_body(2) = 0.0f;
// rotate from body to earth frame
Vector3f vel_optflow_earth;
vel_optflow_earth = body_to_earth * vel_optflow_body;
// take x and Y components
_state.vel(0) = vel_optflow_earth(0);
_state.vel(1) = vel_optflow_earth(1);
} else {
_state.vel.setZero();
}
}
}
} else if (!(_params.fusion_mode & MASK_USE_OF)) {
_control_status.flags.opt_flow = false;
}
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// GPS fusion mode selection logic
// To start use GPS we need angular alignment completed, the local NED origin set and fresh GPS data
if ((_params.fusion_mode & MASK_USE_GPS) && !_control_status.flags.gps) {
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if (_control_status.flags.tilt_align && (_time_last_imu - _time_last_gps) < 5e5 && _NED_origin_initialised
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&& (_time_last_imu - _last_gps_fail_us > 5e6)) {
// If the heading is not aligned, reset the yaw and magnetic field states
if (!_control_status.flags.yaw_align) {
_control_status.flags.yaw_align = resetMagHeading(_mag_sample_delayed.mag);
}
// If the heading is valid, reset the positon and velocity and start using gps aiding
if (_control_status.flags.yaw_align) {
resetPosition();
resetVelocity();
_control_status.flags.gps = true;
_time_last_gps = _time_last_imu;
}
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}
} else if (!(_params.fusion_mode & MASK_USE_GPS)) {
_control_status.flags.gps = false;
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}
// handle the case when we are relying on GPS fusion and lose it
if (_control_status.flags.gps && !_control_status.flags.opt_flow) {
// We are relying on GPS aiding to constrain attitude drift so after 10 seconds without aiding we need to do something
if ((_time_last_imu - _time_last_pos_fuse > 10e6) && (_time_last_imu - _time_last_vel_fuse > 10e6)) {
if (_time_last_imu - _time_last_gps > 5e5) {
// if we don't have gps then we need to switch to the non-aiding mode, zero the veloity states
// and set the synthetic GPS position to the current estimate
_control_status.flags.gps = false;
_last_known_posNE(0) = _state.pos(0);
_last_known_posNE(1) = _state.pos(1);
_state.vel.setZero();
} else {
// Reset states to the last GPS measurement
resetPosition();
resetVelocity();
}
}
}
// Handle the case where we have rejected height measurements for an extended period
// This excessive vibration levels can cause this so a reset gives the filter a chance to recover
// After 10 seconds without aiding we reset to the height measurement provided the data is fresh
if ((_time_last_imu - _time_last_hgt_fuse > 10e6) && (_time_last_imu - _time_last_baro < 5e5)) {
// Reset vertical position and velocity states to the last measurement
resetHeight();
}
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// handle the case when we are relying on optical flow fusion and lose it
if (_control_status.flags.opt_flow && !_control_status.flags.gps) {
// We are relying on flow aiding to constrain attitude drift so after 5s without aiding we need to do something
if ((_time_last_imu - _time_last_of_fuse > 5e6)) {
// Switch to the non-aiding mode, zero the veloity states
// and set the synthetic position to the current estimate
_control_status.flags.opt_flow = false;
_last_known_posNE(0) = _state.pos(0);
_last_known_posNE(1) = _state.pos(1);
_state.vel.setZero();
}
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}
// Determine if we should use simple magnetic heading fusion which works better when there are large external disturbances
// or the more accurate 3-axis fusion
if (_params.mag_fusion_type == MAG_FUSE_TYPE_AUTO) {
if (!_control_status.flags.armed) {
// use heading fusion for initial startup
_control_status.flags.mag_hdg = true;
_control_status.flags.mag_2D = false;
_control_status.flags.mag_3D = false;
} else {
if (_control_status.flags.in_air) {
// if transitioning into 3-axis fusion mode, we need to initialise the yaw angle and field states
if (!_control_status.flags.mag_3D) {
_control_status.flags.yaw_align = resetMagHeading(_mag_sample_delayed.mag);
}
// use 3D mag fusion when airborne
_control_status.flags.mag_hdg = false;
_control_status.flags.mag_2D = false;
_control_status.flags.mag_3D = true;
} else {
// use heading fusion when on the ground
_control_status.flags.mag_hdg = true;
_control_status.flags.mag_2D = false;
_control_status.flags.mag_3D = false;
}
}
} else if (_params.mag_fusion_type == MAG_FUSE_TYPE_HEADING) {
// always use heading fusion
_control_status.flags.mag_hdg = true;
_control_status.flags.mag_2D = false;
_control_status.flags.mag_3D = false;
} else if (_params.mag_fusion_type == MAG_FUSE_TYPE_2D) {
// always use 2D mag fusion
_control_status.flags.mag_hdg = false;
_control_status.flags.mag_2D = true;
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_control_status.flags.mag_3D = false;
} else if (_params.mag_fusion_type == MAG_FUSE_TYPE_3D) {
// if transitioning into 3-axis fusion mode, we need to initialise the yaw angle and field states
if (!_control_status.flags.mag_3D) {
_control_status.flags.yaw_align = resetMagHeading(_mag_sample_delayed.mag);
}
// always use 3-axis mag fusion
_control_status.flags.mag_hdg = false;
_control_status.flags.mag_2D = false;
_control_status.flags.mag_3D = true;
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} else {
// do no magnetometer fusion at all
_control_status.flags.mag_hdg = false;
_control_status.flags.mag_2D = false;
_control_status.flags.mag_3D = false;
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}
// if we are using 3-axis magnetometer fusion, but without external aiding, then the declination must be fused as an observation to prevent long term heading drift
// fusing declination when gps aiding is available is optional, but recommneded to prevent problem if the vehicle is static for extended periods of time
if (_control_status.flags.mag_3D && (!_control_status.flags.gps || (_params.mag_declination_source & MASK_FUSE_DECL))) {
_control_status.flags.mag_dec = true;
} else {
_control_status.flags.mag_dec = false;
}
// Control the soure of height measurements for the main filter
_control_status.flags.baro_hgt = true;
_control_status.flags.rng_hgt = false;
_control_status.flags.gps_hgt = false;
// Placeholder for control of wind velocity states estimation
// TODO add methods for true airspeed and/or sidelsip fusion or some type of drag force measurement
if (false) {
_control_status.flags.wind = false;
}
// Store the status to enable change detection
_control_status_prev.value = _control_status.value;
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}
void Ekf::calculateVehicleStatus()
{
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// determine if the vehicle is armed
_control_status.flags.armed = _vehicle_armed;
// record vertical position whilst disarmed to use as a height change reference
if (!_control_status.flags.armed) {
_last_disarmed_posD = _state.pos(2);
}
// Transition to in-air occurs when armed and when altitude has increased sufficiently from the altitude at arming
bool in_air = _control_status.flags.armed && (_state.pos(2) - _last_disarmed_posD) < -1.0f;
if (!_control_status.flags.in_air && in_air) {
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_control_status.flags.in_air = true;
}
// Transition to on-ground occurs when disarmed or if the land detector indicated landed state
if (_control_status.flags.in_air && (!_control_status.flags.armed || !_in_air)) {
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_control_status.flags.in_air = false;
}
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}