/**************************************************************************** * * Copyright (c) 2021 PX4. 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 height_fusion.cpp * Function for fusing height (range, baro, GNSS alt, ...) measurements */ #include "ekf.h" void Ekf::updateBaroHgt(const baroSample &baro_sample, estimator_aid_source_1d_s &baro_hgt) { // reset flags resetEstimatorAidStatusFlags(baro_hgt); // innovation gate size float innov_gate = fmaxf(_params.baro_innov_gate, 1.f); // observation variance - user parameter defined float obs_var = sq(fmaxf(_params.baro_noise, 0.01f)); // vertical position innovation - baro measurement has opposite sign to earth z axis baro_hgt.observation = -(_baro_sample_delayed.hgt - _baro_b_est.getBias() - _baro_hgt_offset); baro_hgt.observation_variance = obs_var; baro_hgt.innovation = _state.pos(2) - baro_hgt.observation; baro_hgt.innovation_variance = P(9, 9) + obs_var; // Compensate for positive static pressure transients (negative vertical position innovations) // caused by rotor wash ground interaction by applying a temporary deadzone to baro innovations. if (_control_status.flags.gnd_effect && (_params.gnd_effect_deadzone > 0.f)) { const float deadzone_start = 0.0f; const float deadzone_end = deadzone_start + _params.gnd_effect_deadzone; if (baro_hgt.innovation < -deadzone_start) { if (baro_hgt.innovation <= -deadzone_end) { baro_hgt.innovation += deadzone_end; } else { baro_hgt.innovation = -deadzone_start; } } } setEstimatorAidStatusTestRatio(baro_hgt, innov_gate); // special case if there is bad vertical acceleration data, then don't reject measurement, // but limit innovation to prevent spikes that could destabilise the filter if (_fault_status.flags.bad_acc_vertical && baro_hgt.innovation_rejected) { const float innov_limit = innov_gate * sqrtf(baro_hgt.innovation_variance); baro_hgt.innovation = math::constrain(baro_hgt.innovation, -innov_limit, innov_limit); baro_hgt.innovation_rejected = false; } baro_hgt.fusion_enabled = _control_status.flags.baro_hgt; baro_hgt.timestamp_sample = baro_sample.time_us; } void Ekf::fuseBaroHgt(estimator_aid_source_1d_s &baro_hgt) { if (baro_hgt.fusion_enabled && !baro_hgt.innovation_rejected && fuseVelPosHeight(baro_hgt.innovation, baro_hgt.innovation_variance, 5)) { baro_hgt.fused = true; baro_hgt.time_last_fuse = _time_last_imu; } } void Ekf::fuseRngHgt() { // use range finder with tilt correction _rng_hgt_innov = _state.pos(2) - (-math::max(_range_sensor.getDistBottom(), _params.rng_gnd_clearance)) - _rng_hgt_offset; // innovation gate size float innov_gate = fmaxf(_params.range_innov_gate, 1.f); // observation variance - user parameter defined float obs_var = fmaxf(sq(_params.range_noise) + sq(_params.range_noise_scaler * _range_sensor.getDistBottom()), 0.01f); fuseVerticalPosition(_rng_hgt_innov, innov_gate, obs_var, _rng_hgt_innov_var, _rng_hgt_test_ratio); } void Ekf::fuseEvHgt() { // calculate the innovation assuming the external vision observation is in local NED frame _ev_pos_innov(2) = _state.pos(2) - _ev_sample_delayed.pos(2); // innovation gate size float innov_gate = fmaxf(_params.ev_pos_innov_gate, 1.f); // observation variance - defined externally float obs_var = fmaxf(_ev_sample_delayed.posVar(2), sq(0.01f)); // _ev_pos_test_ratio(1) is the vertical test ratio fuseVerticalPosition(_ev_pos_innov(2), innov_gate, obs_var, _ev_pos_innov_var(2), _ev_pos_test_ratio(1)); }