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https://github.com/PX4/PX4-Autopilot.git
synced 2026-06-04 21:23:57 +08:00
Added vision delay compensation to LPE. (#5585)
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@@ -77,6 +77,7 @@ BlockLocalPositionEstimator::BlockLocalPositionEstimator() :
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_gps_epv_max(this, "EPV_MAX"),
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_vision_xy_stddev(this, "VIS_XY"),
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_vision_z_stddev(this, "VIS_Z"),
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_vision_delay(this, "VIS_DELAY"),
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_vision_on(this, "VIS_ON"),
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_mocap_p_stddev(this, "VIC_P"),
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_flow_gyro_comp(this, "FLW_GYRO_CMP"),
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@@ -913,3 +914,26 @@ void BlockLocalPositionEstimator::predict()
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_xLowPass.update(_x);
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_aglLowPass.update(agl());
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}
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int BlockLocalPositionEstimator::getDelayPeriods(float delay, uint8_t *periods)
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{
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float t_delay = 0;
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uint8_t i_hist = 0;
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for (i_hist = 1; i_hist < HIST_LEN; i_hist++) {
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t_delay = 1.0e-6f * (_timeStamp - _tDelay.get(i_hist)(0, 0));
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if (t_delay > delay) {
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break;
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}
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}
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*periods = i_hist;
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if (t_delay > DELAY_MAX) {
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mavlink_and_console_log_info(&mavlink_log_pub, "[lpe] delayed data too old: %8.4f", double(t_delay));
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return -1;
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}
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return OK;
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}
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@@ -33,10 +33,10 @@
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using namespace matrix;
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using namespace control;
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static const float GPS_DELAY_MAX = 0.5f; // seconds
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static const float DELAY_MAX = 0.5f; // seconds
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static const float HIST_STEP = 0.05f; // 20 hz
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static const float BIAS_MAX = 1e-1f;
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static const size_t HIST_LEN = 10; // GPS_DELAY_MAX / HIST_STEP;
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static const size_t HIST_LEN = 10; // DELAY_MAX / HIST_STEP;
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static const size_t N_DIST_SUBS = 4;
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enum fault_t {
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@@ -207,6 +207,7 @@ private:
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void correctionLogic(Vector<float, n_x> &dx);
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void covPropagationLogic(Matrix<float, n_x, n_x> &dP);
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void detectDistanceSensors();
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int getDelayPeriods(float delay, uint8_t *periods);
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// publications
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void publishLocalPos();
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@@ -276,6 +277,7 @@ private:
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// vision parameters
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BlockParamFloat _vision_xy_stddev;
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BlockParamFloat _vision_z_stddev;
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BlockParamFloat _vision_delay;
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BlockParamInt _vision_on;
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// mocap parameters
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@@ -245,6 +245,17 @@ PARAM_DEFINE_FLOAT(LPE_EPH_MAX, 3.0f);
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*/
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PARAM_DEFINE_FLOAT(LPE_EPV_MAX, 5.0f);
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/**
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* Vision delay compensaton
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*
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* @group Local Position Estimator
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* @unit sec
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* @min 0
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* @max 0.1
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* @decimal 2
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*/
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PARAM_DEFINE_FLOAT(LPE_VIS_DELAY, 0.1f);
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/**
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* Vision xy standard deviation.
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*
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@@ -166,24 +166,10 @@ void BlockLocalPositionEstimator::gpsCorrect()
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R(4, 4) = var_vxy;
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R(5, 5) = var_vz;
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// get delayed x and P
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float t_delay = 0;
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int i_hist = 0;
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// get delayed x
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uint8_t i_hist = 0;
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for (i_hist = 1; i_hist < HIST_LEN; i_hist++) {
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t_delay = 1.0e-6f * (_timeStamp - _tDelay.get(i_hist)(0, 0));
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if (t_delay > _gps_delay.get()) {
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break;
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}
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}
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// if you are 3 steps past the delay you wanted, this
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// data is probably too old to use
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if (t_delay > GPS_DELAY_MAX) {
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mavlink_and_console_log_info(&mavlink_log_pub, "[lpe] gps delayed data too old: %8.4f", double(t_delay));
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return;
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}
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if (getDelayPeriods(_gps_delay.get(), &i_hist) < 0) { return; }
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Vector<float, n_x> x0 = _xDelay.get(i_hist);
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@@ -76,9 +76,16 @@ void BlockLocalPositionEstimator::visionCorrect()
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R(Y_vision_y, Y_vision_y) = _vision_xy_stddev.get() * _vision_xy_stddev.get();
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R(Y_vision_z, Y_vision_z) = _vision_z_stddev.get() * _vision_z_stddev.get();
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// vision delayed x
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uint8_t i_hist = 0;
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if (getDelayPeriods(_vision_delay.get(), &i_hist) < 0) { return; }
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Vector<float, n_x> x0 = _xDelay.get(i_hist);
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// residual
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Matrix<float, n_y_vision, n_y_vision> S_I = inv<float, n_y_vision>((C * _P * C.transpose()) + R);
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Matrix<float, n_y_vision, 1> r = y - C * _x;
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Matrix<float, n_y_vision, 1> r = y - C * x0;
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// fault detection
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float beta = (r.transpose() * (S_I * r))(0, 0);
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