/**************************************************************************** * * Copyright (c) 2019-2023 PX4 Development Team. All rights reserved. * * Redistribution and use in source and binary forms, with or without * modification, are permitted provided that the following conditions * are met: * * 1. Redistributions of source code must retain the above copyright * notice, this list of conditions and the following disclaimer. * 2. Redistributions in binary form must reproduce the above copyright * notice, this list of conditions and the following disclaimer in * the documentation and/or other materials provided with the * distribution. * 3. Neither the name PX4 nor the names of its contributors may be * used to endorse or promote products derived from this software * without specific prior written permission. * * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS * "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT * LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS * FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE * COPYRIGHT OWNER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, * INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, * BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS * OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED * AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT * LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN * ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE * POSSIBILITY OF SUCH DAMAGE. * ****************************************************************************/ /** * @file mag_control.cpp * Control functions for ekf magnetic field fusion */ #include "ekf.h" #include void Ekf::controlMagFusion() { // reset the flight alignment flag so that the mag fields will be // re-initialised next time we achieve flight altitude if (!_control_status_prev.flags.in_air && _control_status.flags.in_air) { _control_status.flags.mag_aligned_in_flight = false; } // check mag state observability checkYawAngleObservability(); checkMagBiasObservability(); checkMagHeadingConsistency(); if (_mag_bias_observable || _yaw_angle_observable) { _time_last_mov_3d_mag_suitable = _time_delayed_us; } if (_params.mag_fusion_type == MagFuseType::NONE) { stopMagFusion(); stopMagHdgFusion(); return; } // stop mag (require a reset before using again) if there was an external yaw reset (yaw estimator, GPS yaw, etc) if (_mag_decl_cov_reset && (_state_reset_status.reset_count.quat != _state_reset_count_prev.quat)) { ECL_INFO("yaw reset, stopping mag fusion to force reinitialization"); stopMagFusion(); resetMagCov(); } magSample mag_sample; if (_mag_buffer && _mag_buffer->pop_first_older_than(_time_delayed_us, &mag_sample)) { if (mag_sample.reset || (_mag_counter == 0)) { // sensor or calibration has changed, reset low pass filter (reset handled by controlMag3DFusion/controlMagHeadingFusion) _control_status.flags.mag_fault = false; _state.mag_B.zero(); resetMagCov(); _mag_lpf.reset(mag_sample.mag); _mag_counter = 1; } else { _mag_lpf.update(mag_sample.mag); _mag_counter++; } const bool starting_conditions_passing = (_params.mag_fusion_type != MagFuseType::NONE) && checkMagField(mag_sample.mag) && (_mag_counter > 5) // wait until we have more than a few samples through the filter && (_control_status.flags.yaw_align == _control_status_prev.flags.yaw_align) // no yaw alignment change this frame && (_state_reset_status.reset_count.quat == _state_reset_count_prev.quat) // don't allow starting on same frame as yaw reset && isNewestSampleRecent(_time_last_mag_buffer_push, MAG_MAX_INTERVAL); // if enabled, use knowledge of theoretical magnetic field vector to calculate a synthetic magnetomter Z component value. // this is useful if there is a lot of interference on the sensor measurement. if (_params.synthesize_mag_z && (_params.mag_declination_source & GeoDeclinationMask::USE_GEO_DECL) && (PX4_ISFINITE(_mag_inclination_gps) && PX4_ISFINITE(_mag_declination_gps) && PX4_ISFINITE(_mag_strength_gps)) ) { const Vector3f mag_earth_pred = Dcmf(Eulerf(0, -_mag_inclination_gps, _mag_declination_gps)) * Vector3f(_mag_strength_gps, 0, 0); mag_sample.mag(2) = calculate_synthetic_mag_z_measurement(mag_sample.mag, mag_earth_pred); _control_status.flags.synthetic_mag_z = true; } else { _control_status.flags.synthetic_mag_z = false; } controlMag3DFusion(mag_sample, starting_conditions_passing, _aid_src_mag); controlMagHeadingFusion(mag_sample, starting_conditions_passing, _aid_src_mag_heading); } else if (!isNewestSampleRecent(_time_last_mag_buffer_push, 2 * MAG_MAX_INTERVAL)) { // No data anymore. Stop until it comes back. stopMagHdgFusion(); stopMagFusion(); } } bool Ekf::checkHaglYawResetReq() const { #if defined(CONFIG_EKF2_TERRAIN) // We need to reset the yaw angle after climbing away from the ground to enable // recovery from ground level magnetic interference. if (_control_status.flags.in_air && _control_status.flags.yaw_align && !_control_status.flags.mag_aligned_in_flight) { // Check if height has increased sufficiently to be away from ground magnetic anomalies // and request a yaw reset if not already requested. static constexpr float mag_anomalies_max_hagl = 1.5f; const bool above_mag_anomalies = (getTerrainVPos() - _state.pos(2)) > mag_anomalies_max_hagl; return above_mag_anomalies; } #endif // CONFIG_EKF2_TERRAIN return false; } void Ekf::resetMagStates(const Vector3f &mag, bool reset_heading) { // reinit mag states const Vector3f mag_I_before_reset = _state.mag_I; const Vector3f mag_B_before_reset = _state.mag_B; // reset covariances to default resetMagCov(); // if world magnetic model (inclination, declination, strength) available then use it to reset mag states if (PX4_ISFINITE(_mag_inclination_gps) && PX4_ISFINITE(_mag_declination_gps) && PX4_ISFINITE(_mag_strength_gps)) { // use expected earth field to reset states const Vector3f mag_earth_pred = Dcmf(Eulerf(0, -_mag_inclination_gps, _mag_declination_gps)) * Vector3f(_mag_strength_gps, 0, 0); // mag_B: reset #if defined(CONFIG_EKF2_GNSS) if (isYawEmergencyEstimateAvailable()) { const Dcmf R_to_earth = updateYawInRotMat(_yawEstimator.getYaw(), _R_to_earth); const Dcmf R_to_body = R_to_earth.transpose(); // mag_B: reset using WMM and yaw estimator _state.mag_B = mag - (R_to_body * mag_earth_pred); ECL_INFO("resetMagStates using yaw estimator"); } else if (!reset_heading && _control_status.flags.yaw_align) { #else if (!reset_heading && _control_status.flags.yaw_align) { #endif // mag_B: reset using WMM const Dcmf R_to_body = quatToInverseRotMat(_state.quat_nominal); _state.mag_B = mag - (R_to_body * mag_earth_pred); } else { _state.mag_B.zero(); } // mag_I: reset, skipped if no change in state and variance good _state.mag_I = mag_earth_pred; if (reset_heading) { resetMagHeading(mag); } // earth field was reset to WMM, skip initial declination fusion _mag_decl_cov_reset = true; } else { // mag_B: reset _state.mag_B.zero(); // Use the magnetometer measurement to reset the field states if (reset_heading) { resetMagHeading(mag); } // mag_I: use the last magnetometer measurements to reset the field states _state.mag_I = _R_to_earth * mag; } if (!mag_I_before_reset.longerThan(0.f)) { ECL_INFO("initializing mag I [%.3f, %.3f, %.3f], mag B [%.3f, %.3f, %.3f]", (double)_state.mag_I(0), (double)_state.mag_I(1), (double)_state.mag_I(2), (double)_state.mag_B(0), (double)_state.mag_B(1), (double)_state.mag_B(2) ); } else { ECL_INFO("resetting mag I [%.3f, %.3f, %.3f] -> [%.3f, %.3f, %.3f]", (double)mag_I_before_reset(0), (double)mag_I_before_reset(1), (double)mag_I_before_reset(2), (double)_state.mag_I(0), (double)_state.mag_I(1), (double)_state.mag_I(2) ); if (mag_B_before_reset.longerThan(0.f) || _state.mag_B.longerThan(0.f)) { ECL_INFO("resetting mag B [%.3f, %.3f, %.3f] -> [%.3f, %.3f, %.3f]", (double)mag_B_before_reset(0), (double)mag_B_before_reset(1), (double)mag_B_before_reset(2), (double)_state.mag_B(0), (double)_state.mag_B(1), (double)_state.mag_B(2) ); } } // record the start time for the magnetic field alignment if (_control_status.flags.in_air) { _control_status.flags.mag_aligned_in_flight = true; _flt_mag_align_start_time = _time_delayed_us; } } void Ekf::checkYawAngleObservability() { if (_control_status.flags.gps) { // Check if there has been enough change in horizontal velocity to make yaw observable // Apply hysteresis to check to avoid rapid toggling if (_yaw_angle_observable) { _yaw_angle_observable = _accel_lpf_NE.norm() > _params.mag_acc_gate; } else { _yaw_angle_observable = _accel_lpf_NE.norm() > _params.mag_acc_gate * 2.f; } } else { _yaw_angle_observable = false; } } void Ekf::checkMagBiasObservability() { // check if there is enough yaw rotation to make the mag bias states observable if (!_mag_bias_observable && (fabsf(_yaw_rate_lpf_ef) > _params.mag_yaw_rate_gate)) { // initial yaw motion is detected _mag_bias_observable = true; } else if (_mag_bias_observable) { // require sustained yaw motion of 50% the initial yaw rate threshold const float yaw_dt = 1e-6f * (float)(_time_delayed_us - _time_yaw_started); const float min_yaw_change_req = 0.5f * _params.mag_yaw_rate_gate * yaw_dt; _mag_bias_observable = fabsf(_yaw_delta_ef) > min_yaw_change_req; } _yaw_delta_ef = 0.0f; _time_yaw_started = _time_delayed_us; } void Ekf::checkMagHeadingConsistency() { if (fabsf(_mag_heading_innov_lpf.getState()) < _params.mag_heading_noise) { if (_yaw_angle_observable) { // yaw angle must be observable to consider consistency _control_status.flags.mag_heading_consistent = true; } } else { _control_status.flags.mag_heading_consistent = false; } } bool Ekf::checkMagField(const Vector3f &mag_sample) { _control_status.flags.mag_field_disturbed = false; if (_params.mag_check == 0) { // skip all checks return true; } bool is_check_failing = false; _mag_strength = mag_sample.length(); if (_params.mag_check & static_cast(MagCheckMask::STRENGTH)) { if (PX4_ISFINITE(_mag_strength_gps)) { if (!isMeasuredMatchingExpected(_mag_strength, _mag_strength_gps, _params.mag_check_strength_tolerance_gs)) { _control_status.flags.mag_field_disturbed = true; is_check_failing = true; } } else if (_params.mag_check & static_cast(MagCheckMask::FORCE_WMM)) { is_check_failing = true; } else { constexpr float average_earth_mag_field_strength = 0.45f; // Gauss constexpr float average_earth_mag_gate_size = 0.40f; // +/- Gauss if (!isMeasuredMatchingExpected(mag_sample.length(), average_earth_mag_field_strength, average_earth_mag_gate_size)) { _control_status.flags.mag_field_disturbed = true; is_check_failing = true; } } } const Vector3f mag_earth = _R_to_earth * mag_sample; _mag_inclination = asinf(mag_earth(2) / fmaxf(mag_earth.norm(), 1e-4f)); if (_params.mag_check & static_cast(MagCheckMask::INCLINATION)) { if (PX4_ISFINITE(_mag_inclination_gps)) { const float inc_tol_rad = radians(_params.mag_check_inclination_tolerance_deg); const float inc_error_rad = wrap_pi(_mag_inclination - _mag_inclination_gps); if (fabsf(inc_error_rad) > inc_tol_rad) { _control_status.flags.mag_field_disturbed = true; is_check_failing = true; } } else if (_params.mag_check & static_cast(MagCheckMask::FORCE_WMM)) { is_check_failing = true; } else { // No check possible when the global position is unknown // TODO: add parameter to remember the inclination between boots } } if (is_check_failing || (_time_last_mag_check_failing == 0)) { _time_last_mag_check_failing = _time_delayed_us; } return ((_time_delayed_us - _time_last_mag_check_failing) > (uint64_t)_min_mag_health_time_us); } bool Ekf::isMeasuredMatchingExpected(const float measured, const float expected, const float gate) { return (measured >= expected - gate) && (measured <= expected + gate); } void Ekf::resetMagHeading(const Vector3f &mag) { // use mag bias if variance good (unless configured for HEADING only) Vector3f mag_bias{0.f, 0.f, 0.f}; const Vector3f mag_bias_var = getMagBiasVariance(); if ((mag_bias_var.min() > 0.f) && (mag_bias_var.max() <= sq(_params.mag_noise))) { mag_bias = _state.mag_B; } // calculate mag heading // rotate the magnetometer measurements into earth frame using a zero yaw angle const Dcmf R_to_earth = updateYawInRotMat(0.f, _R_to_earth); // the angle of the projection onto the horizontal gives the yaw angle const Vector3f mag_earth_pred = R_to_earth * (mag - mag_bias); // calculate the observed yaw angle and yaw variance const float declination = getMagDeclination(); float yaw_new = -atan2f(mag_earth_pred(1), mag_earth_pred(0)) + declination; float yaw_new_variance = math::max(sq(_params.mag_heading_noise), sq(0.01f)); ECL_INFO("reset mag heading %.3f -> %.3f rad (bias:[%.3f, %.3f, %.3f], declination:%.1f)", (double)getEulerYaw(_R_to_earth), (double)yaw_new, (double)mag_bias(0), (double)mag_bias(1), (double)mag_bias(2), (double)declination); // update quaternion states and corresponding covarainces resetQuatStateYaw(yaw_new, yaw_new_variance); _mag_heading_last_declination = declination; _time_last_heading_fuse = _time_delayed_us; _mag_heading_innov_lpf.reset(0.f); _control_status.flags.mag_heading_consistent = true; } float Ekf::getMagDeclination() { // set source of magnetic declination for internal use if (_control_status.flags.mag_aligned_in_flight) { // Use value consistent with earth field state return atan2f(_state.mag_I(1), _state.mag_I(0)); } else if (_params.mag_declination_source & GeoDeclinationMask::USE_GEO_DECL) { // use parameter value until GPS is available, then use value returned by geo library if (PX4_ISFINITE(_mag_declination_gps)) { return _mag_declination_gps; } } // otherwise use the parameter value return math::radians(_params.mag_declination_deg); }