/**************************************************************************** * * Copyright (c) 2022 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 ev_pos_control.cpp * Control functions for ekf external vision position fusion */ #include "ekf.h" static constexpr const char *EV_AID_SRC_NAME = "EV position"; void Ekf::controlEvPosFusion(const extVisionSample &ev_sample, const bool common_starting_conditions_passing, const bool ev_reset, const bool quality_sufficient, estimator_aid_source2d_s &aid_src) { const bool yaw_alignment_changed = (!_control_status_prev.flags.ev_yaw && _control_status.flags.ev_yaw) || (_control_status_prev.flags.yaw_align != _control_status.flags.yaw_align); // determine if we should use EV position aiding bool continuing_conditions_passing = (_params.ev_ctrl & static_cast(EvCtrl::HPOS)) && _control_status.flags.tilt_align && PX4_ISFINITE(ev_sample.pos(0)) && PX4_ISFINITE(ev_sample.pos(1)); // correct position for offset relative to IMU const Vector3f pos_offset_body = _params.ev_pos_body - _params.imu_pos_body; const Vector3f pos_offset_earth = _R_to_earth * pos_offset_body; const bool bias_fusion_was_active = _ev_pos_b_est.fusionActive(); // rotate measurement into correct earth frame if required Vector3f pos{NAN, NAN, NAN}; Matrix3f pos_cov{}; switch (ev_sample.pos_frame) { case PositionFrame::LOCAL_FRAME_NED: if (_control_status.flags.yaw_align) { pos = ev_sample.pos - pos_offset_earth; pos_cov = matrix::diag(ev_sample.position_var); if (_control_status.flags.gps) { _ev_pos_b_est.setFusionActive(); } else { _ev_pos_b_est.setFusionInactive(); } } else { continuing_conditions_passing = false; _ev_pos_b_est.setFusionInactive(); _ev_pos_b_est.reset(); } break; case PositionFrame::LOCAL_FRAME_FRD: if (_control_status.flags.ev_yaw) { // using EV frame pos = ev_sample.pos - pos_offset_earth; pos_cov = matrix::diag(ev_sample.position_var); _ev_pos_b_est.setFusionInactive(); _ev_pos_b_est.reset(); } else { // rotate EV to the EKF reference frame const Dcmf R_ev_to_ekf = Dcmf(_ev_q_error_filt.getState()); pos = R_ev_to_ekf * ev_sample.pos - pos_offset_earth; pos_cov = R_ev_to_ekf * matrix::diag(ev_sample.position_var) * R_ev_to_ekf.transpose(); // increase minimum variance to include EV orientation variance // TODO: do this properly const float orientation_var_max = ev_sample.orientation_var.max(); for (int i = 0; i < 2; i++) { pos_cov(i, i) = math::max(pos_cov(i, i), orientation_var_max); } if (_control_status.flags.gps) { _ev_pos_b_est.setFusionActive(); } else { _ev_pos_b_est.setFusionInactive(); } } break; default: continuing_conditions_passing = false; _ev_pos_b_est.setFusionInactive(); _ev_pos_b_est.reset(); break; } #if defined(CONFIG_EKF2_GNSS) // increase minimum variance if GPS active (position reference) if (_control_status.flags.gps) { for (int i = 0; i < 2; i++) { pos_cov(i, i) = math::max(pos_cov(i, i), sq(_params.gps_pos_noise)); } } #endif // CONFIG_EKF2_GNSS const Vector2f measurement{pos(0), pos(1)}; const Vector2f measurement_var{ math::max(pos_cov(0, 0), sq(_params.ev_pos_noise), sq(0.01f)), math::max(pos_cov(1, 1), sq(_params.ev_pos_noise), sq(0.01f)) }; const bool measurement_valid = measurement.isAllFinite() && measurement_var.isAllFinite(); // bias fusion activated (GPS activated) if (!bias_fusion_was_active && _ev_pos_b_est.fusionActive()) { if (quality_sufficient) { // reset the bias estimator _ev_pos_b_est.setBias(-Vector2f(_state.pos.xy()) + measurement); } else if (isOtherSourceOfHorizontalAidingThan(_control_status.flags.ev_pos)) { // otherwise stop EV position, when quality is good again it will restart with reset bias stopEvPosFusion(); } } updateHorizontalPositionAidSrcStatus(ev_sample.time_us, measurement - _ev_pos_b_est.getBias(), // observation measurement_var + _ev_pos_b_est.getBiasVar(), // observation variance math::max(_params.ev_pos_innov_gate, 1.f), // innovation gate aid_src); // update the bias estimator before updating the main filter but after // using its current state to compute the vertical position innovation if (measurement_valid && quality_sufficient) { _ev_pos_b_est.setMaxStateNoise(Vector2f(sqrtf(measurement_var(0)), sqrtf(measurement_var(1)))); _ev_pos_b_est.setProcessNoiseSpectralDensity(_params.ev_hgt_bias_nsd); // TODO _ev_pos_b_est.fuseBias(measurement - Vector2f(_state.pos.xy()), measurement_var + Vector2f(getStateVariance())); } if (!measurement_valid) { continuing_conditions_passing = false; } const bool starting_conditions_passing = common_starting_conditions_passing && continuing_conditions_passing; if (_control_status.flags.ev_pos) { if (continuing_conditions_passing) { const bool bias_estimator_change = (bias_fusion_was_active != _ev_pos_b_est.fusionActive()); const bool reset = ev_reset || yaw_alignment_changed || bias_estimator_change; updateEvPosFusion(measurement, measurement_var, quality_sufficient, reset, aid_src); } else { // Stop fusion but do not declare it faulty ECL_WARN("stopping %s fusion, continuing conditions failing", EV_AID_SRC_NAME); stopEvPosFusion(); } } else { if (starting_conditions_passing) { startEvPosFusion(measurement, measurement_var, aid_src); } } } void Ekf::startEvPosFusion(const Vector2f &measurement, const Vector2f &measurement_var, estimator_aid_source2d_s &aid_src) { // activate fusion // TODO: (_params.position_sensor_ref == PositionSensor::EV) if (_control_status.flags.gps) { ECL_INFO("starting %s fusion", EV_AID_SRC_NAME); _ev_pos_b_est.setBias(-Vector2f(_state.pos.xy()) + measurement); _ev_pos_b_est.setFusionActive(); } else { ECL_INFO("starting %s fusion, resetting state", EV_AID_SRC_NAME); //_position_sensor_ref = PositionSensor::EV; _information_events.flags.reset_pos_to_vision = true; resetHorizontalPositionTo(measurement, measurement_var); _ev_pos_b_est.reset(); } aid_src.time_last_fuse = _time_delayed_us; _nb_ev_pos_reset_available = 5; _information_events.flags.starting_vision_pos_fusion = true; _control_status.flags.ev_pos = true; } void Ekf::updateEvPosFusion(const Vector2f &measurement, const Vector2f &measurement_var, bool quality_sufficient, bool reset, estimator_aid_source2d_s &aid_src) { if (reset) { if (quality_sufficient) { if (!_control_status.flags.gps) { ECL_INFO("reset to %s", EV_AID_SRC_NAME); _information_events.flags.reset_pos_to_vision = true; resetHorizontalPositionTo(measurement, measurement_var); _ev_pos_b_est.reset(); } else { _ev_pos_b_est.setBias(-Vector2f(_state.pos.xy()) + measurement); } aid_src.time_last_fuse = _time_delayed_us; } else { // EV has reset, but quality isn't sufficient // we have no choice but to stop EV and try to resume once quality is acceptable stopEvPosFusion(); return; } } else if (quality_sufficient) { fuseHorizontalPosition(aid_src); } else { aid_src.innovation_rejected = true; } const bool is_fusion_failing = isTimedOut(aid_src.time_last_fuse, _params.no_aid_timeout_max); // 1 second if (is_fusion_failing) { bool pos_xy_fusion_failing = isTimedOut(_time_last_hor_pos_fuse, _params.no_aid_timeout_max); if ((_nb_ev_pos_reset_available > 0) && quality_sufficient) { // Data seems good, attempt a reset ECL_WARN("%s fusion failing, resetting", EV_AID_SRC_NAME); if (_control_status.flags.gps && !pos_xy_fusion_failing) { // reset EV position bias _ev_pos_b_est.setBias(-Vector2f(_state.pos.xy()) + measurement); } else { _information_events.flags.reset_pos_to_vision = true; if (_control_status.flags.gps) { resetHorizontalPositionTo(measurement - _ev_pos_b_est.getBias(), measurement_var + _ev_pos_b_est.getBiasVar()); _ev_pos_b_est.setBias(-Vector2f(_state.pos.xy()) + measurement); } else { resetHorizontalPositionTo(measurement, measurement_var); _ev_pos_b_est.reset(); } } aid_src.time_last_fuse = _time_delayed_us; if (_control_status.flags.in_air) { _nb_ev_pos_reset_available--; } } else { // A reset did not fix the issue but all the starting checks are not passing // This could be a temporary issue, stop the fusion without declaring the sensor faulty ECL_WARN("stopping %s, fusion failing", EV_AID_SRC_NAME); stopEvPosFusion(); } } } void Ekf::stopEvPosFusion() { if (_control_status.flags.ev_pos) { resetEstimatorAidStatus(_aid_src_ev_pos); _control_status.flags.ev_pos = false; } }