From 171857811f76fb4d8fb3b65329345dd5af0ec9db Mon Sep 17 00:00:00 2001 From: Lorenz Meier Date: Sun, 17 Aug 2014 20:49:46 +0200 Subject: EKF filter update. Now correctly scaling variance (well, if you could call this ever "correct") for repeated fusion of the same data quantity. --- .../ekf_att_pos_estimator_main.cpp | 33 ++++++++-- .../ekf_att_pos_estimator/estimator_23states.cpp | 72 ++++++++++++++++++---- .../ekf_att_pos_estimator/estimator_23states.h | 17 ++++- 3 files changed, 104 insertions(+), 18 deletions(-) (limited to 'src') diff --git a/src/modules/ekf_att_pos_estimator/ekf_att_pos_estimator_main.cpp b/src/modules/ekf_att_pos_estimator/ekf_att_pos_estimator_main.cpp index 91d17e787..6cb68fe77 100644 --- a/src/modules/ekf_att_pos_estimator/ekf_att_pos_estimator_main.cpp +++ b/src/modules/ekf_att_pos_estimator/ekf_att_pos_estimator_main.cpp @@ -96,7 +96,10 @@ extern "C" __EXPORT int ekf_att_pos_estimator_main(int argc, char *argv[]); __EXPORT uint32_t millis(); +__EXPORT uint64_t getMicros(); + static uint64_t IMUmsec = 0; +static uint64_t IMUusec = 0; static const uint64_t FILTER_INIT_DELAY = 1 * 1000 * 1000; uint32_t millis() @@ -104,6 +107,11 @@ uint32_t millis() return IMUmsec; } +uint64_t getMicros() +{ + return IMUusec; +} + class FixedwingEstimator { public: @@ -850,7 +858,8 @@ FixedwingEstimator::task_main() } _last_sensor_timestamp = _gyro.timestamp; - IMUmsec = _gyro.timestamp / 1e3f; + IMUmsec = _gyro.timestamp / 1e3; + IMUusec = _gyro.timestamp; float deltaT = (_gyro.timestamp - _last_run) / 1e6f; _last_run = _gyro.timestamp; @@ -914,7 +923,8 @@ FixedwingEstimator::task_main() // Copy gyro and accel _last_sensor_timestamp = _sensor_combined.timestamp; - IMUmsec = _sensor_combined.timestamp / 1e3f; + IMUmsec = _sensor_combined.timestamp / 1e3; + IMUusec = _sensor_combined.timestamp; float deltaT = (_sensor_combined.timestamp - _last_run) / 1e6f; @@ -994,8 +1004,6 @@ FixedwingEstimator::task_main() if (gps_updated) { - last_gps = _gps.timestamp_position; - orb_copy(ORB_ID(vehicle_gps_position), _gps_sub, &_gps); perf_count(_perf_gps); @@ -1008,11 +1016,17 @@ FixedwingEstimator::task_main() _gps_start_time = hrt_absolute_time(); /* check if we had a GPS outage for a long time */ - if (hrt_elapsed_time(&last_gps) > 5 * 1000 * 1000) { + float gps_elapsed = hrt_elapsed_time(&last_gps) / 1e6f; + + const float pos_reset_threshold = 5.0f; // seconds + + /* timeout of 5 seconds */ + if (gps_elapsed > pos_reset_threshold) { _ekf->ResetPosition(); _ekf->ResetVelocity(); _ekf->ResetStoredStates(); } + _ekf->updateDtGpsFilt(math::constrain((_gps.timestamp_position - last_gps) / 1e6f, 0.01f, pos_reset_threshold)); /* fuse GPS updates */ @@ -1044,6 +1058,8 @@ FixedwingEstimator::task_main() newDataGps = true; + last_gps = _gps.timestamp_position; + } } @@ -1052,8 +1068,15 @@ FixedwingEstimator::task_main() orb_check(_baro_sub, &baro_updated); if (baro_updated) { + + hrt_abstime baro_last = _baro.timestamp; + orb_copy(ORB_ID(sensor_baro0), _baro_sub, &_baro); + float baro_elapsed = (_baro.timestamp - baro_last) / 1e6f; + + _ekf->updateDtHgtFilt(math::constrain(baro_elapsed, 0.001f, 0.1)); + _ekf->baroHgt = _baro.altitude; if (!_baro_init) { diff --git a/src/modules/ekf_att_pos_estimator/estimator_23states.cpp b/src/modules/ekf_att_pos_estimator/estimator_23states.cpp index c7c7305b2..d1349535d 100644 --- a/src/modules/ekf_att_pos_estimator/estimator_23states.cpp +++ b/src/modules/ekf_att_pos_estimator/estimator_23states.cpp @@ -2,6 +2,11 @@ #include #include #include +#include + +#ifndef M_PI_F +#define M_PI_F ((float)M_PI) +#endif #define EKF_COVARIANCE_DIVERGED 1.0e8f @@ -38,6 +43,7 @@ AttPosEKF::AttPosEKF() : resetStates{}, storedStates{}, statetimeStamp{}, + lastVelPosFusion(millis()), statesAtVelTime{}, statesAtPosTime{}, statesAtHgtTime{}, @@ -59,7 +65,12 @@ AttPosEKF::AttPosEKF() : accel(), dVelIMU(), dAngIMU(), - dtIMU(0), + dtIMU(0.005f), + dtIMUfilt(0.005f), + dtVelPos(0.01f), + dtVelPosFilt(0.01f), + dtHgtFilt(0.01f), + dtGpsFilt(0.1f), fusionModeGPS(0), innovVelPos{}, varInnovVelPos{}, @@ -260,6 +271,9 @@ void AttPosEKF::UpdateStrapdownEquationsNED() // Constrain states (to protect against filter divergence) ConstrainStates(); + + // update filtered IMU time step length + dtIMUfilt = 0.99f * dtIMUfilt + 0.01f * dtIMU; } void AttPosEKF::CovariancePrediction(float dt) @@ -962,6 +976,21 @@ void AttPosEKF::CovariancePrediction(float dt) ConstrainVariances(); } +void AttPosEKF::updateDtGpsFilt(float dt) +{ + dtGpsFilt = ConstrainFloat(dt, 0.001f, 2.0f) * 0.05f + dtGpsFilt * 0.95f; +} + +void AttPosEKF::updateDtHgtFilt(float dt) +{ + dtHgtFilt = ConstrainFloat(dt, 0.001f, 2.0f) * 0.05f + dtHgtFilt * 0.95f; +} + +void AttPosEKF::updateDtVelPosFilt(float dt) +{ + dtVelPosFilt = ConstrainFloat(dt, 0.0005f, 2.0f) * 0.05f + dtVelPosFilt * 0.95f; +} + void AttPosEKF::FuseVelposNED() { @@ -998,6 +1027,18 @@ void AttPosEKF::FuseVelposNED() // associated with sequential fusion if (fuseVelData || fusePosData || fuseHgtData) { + uint64_t tNow = getMicros(); + updateDtVelPosFilt((tNow - lastVelPosFusion) / 1e6f); + lastVelPosFusion = tNow; + + // scaler according to the number of repetitions of the + // same measurement in one fusion step + float gpsVarianceScaler = dtGpsFilt / dtVelPosFilt; + + // scaler according to the number of repetitions of the + // same measurement in one fusion step + float hgtVarianceScaler = dtHgtFilt / dtVelPosFilt; + // set the GPS data timeout depending on whether airspeed data is present if (useAirspeed) horizRetryTime = gpsRetryTime; else horizRetryTime = gpsRetryTimeNoTAS; @@ -1010,12 +1051,12 @@ void AttPosEKF::FuseVelposNED() // Estimate the GPS Velocity, GPS horiz position and height measurement variances. velErr = 0.2f*accNavMag; // additional error in GPS velocities caused by manoeuvring posErr = 0.2f*accNavMag; // additional error in GPS position caused by manoeuvring - R_OBS[0] = sq(vneSigma) + sq(velErr); + R_OBS[0] = gpsVarianceScaler * sq(vneSigma) + sq(velErr); R_OBS[1] = R_OBS[0]; - R_OBS[2] = sq(vdSigma) + sq(velErr); - R_OBS[3] = sq(posNeSigma) + sq(posErr); + R_OBS[2] = gpsVarianceScaler * sq(vdSigma) + sq(velErr); + R_OBS[3] = gpsVarianceScaler * sq(posNeSigma) + sq(posErr); R_OBS[4] = R_OBS[3]; - R_OBS[5] = sq(posDSigma) + sq(posErr); + R_OBS[5] = hgtVarianceScaler * sq(posDSigma) + sq(posErr); // calculate innovations and check GPS data validity using an innovation consistency check if (fuseVelData) @@ -1995,9 +2036,8 @@ void AttPosEKF::FuseOptFlow() varInnovOptFlow[0] = 1.0f/SK_LOS[0]; innovOptFlow[0] = losPred[0] - losData[0]; - // reset the observation index to 0 (we start by fusing the X - // measurement) - obsIndex = 0; + // set the observation index to 1 to fuse the y component next time round and reset the commence fusion flag + obsIndex = 1; fuseOptFlowData = false; } else if (obsIndex == 1) // we are now fusing the Y measurement @@ -2041,6 +2081,10 @@ void AttPosEKF::FuseOptFlow() Kfusion[22] = SK_LOS[1]*(P[22][0]*SKK_LOS[10] - P[22][3]*SKK_LOS[13] + P[22][1]*SKK_LOS[11] + P[22][2]*SKK_LOS[12] - P[22][9]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[22][22]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[22][6]*SH_LOS[3]*SKK_LOS[0]*SKK_LOS[14] + P[22][4]*SH_LOS[3]*SKK_LOS[2]*SKK_LOS[14] - P[22][5]*SH_LOS[3]*SKK_LOS[1]*SKK_LOS[14]); varInnovOptFlow[1] = 1.0f/SK_LOS[1]; innovOptFlow[1] = losPred[1] - losData[1]; + + // reset the observation index + obsIndex = 0; + fuseOptFlowData = false; } // Check the innovation for consistency and don't fuse if > 3Sigma @@ -2102,10 +2146,9 @@ void AttPosEKF::FuseOptFlow() P[i][j] = P[i][j] - KHP[i][j]; } } + ForceSymmetry(); + ConstrainVariances(); } - obsIndex = obsIndex + 1; - ForceSymmetry(); - ConstrainVariances(); } void AttPosEKF::zeroCols(float (&covMat)[n_states][n_states], uint8_t first, uint8_t last) @@ -3006,9 +3049,14 @@ void AttPosEKF::ZeroVariables() { // Initialize on-init initialized variables - + dtIMUfilt = ConstrainFloat(dtIMU, 0.001f, 0.02f); + dtVelPosFilt = ConstrainFloat(dtVelPos, 0.04f, 0.5f); + dtGpsFilt = 1.0f / 5.0f; + dtHgtFilt = 1.0f / 100.0f; storeIndex = 0; + lastVelPosFusion = millis(); + // Do the data structure init for (unsigned i = 0; i < n_states; i++) { for (unsigned j = 0; j < n_states; j++) { diff --git a/src/modules/ekf_att_pos_estimator/estimator_23states.h b/src/modules/ekf_att_pos_estimator/estimator_23states.h index faa6735ca..12cbc53b8 100644 --- a/src/modules/ekf_att_pos_estimator/estimator_23states.h +++ b/src/modules/ekf_att_pos_estimator/estimator_23states.h @@ -116,6 +116,9 @@ public: float storedStates[n_states][data_buffer_size]; // state vectors stored for the last 50 time steps uint32_t statetimeStamp[data_buffer_size]; // time stamp for each state vector stored + // Times + uint64_t lastVelPosFusion; // the time of the last velocity fusion, in the standard time unit of the filter + float statesAtVelTime[n_states]; // States at the effective measurement time for posNE and velNED measurements float statesAtPosTime[n_states]; // States at the effective measurement time for posNE and velNED measurements float statesAtHgtTime[n_states]; // States at the effective measurement time for the hgtMea measurement @@ -140,7 +143,12 @@ public: Vector3f accel; // acceleration vector in XYZ body axes measured by the IMU (m/s^2) Vector3f dVelIMU; Vector3f dAngIMU; - float dtIMU; // time lapsed since the last IMU measurement or covariance update (sec) + float dtIMU; // time lapsed since the last IMU measurement or covariance update (sec), this may have significant jitter + float dtIMUfilt; // average time between IMU measurements (sec) + float dtVelPos; // time lapsed since the last position / velocity fusion (seconds), this may have significant jitter + float dtVelPosFilt; // average time between position / velocity fusion steps + float dtHgtFilt; // average time between height measurement updates + float dtGpsFilt; // average time between gps measurement updates uint8_t fusionModeGPS; // 0 = GPS outputs 3D velocity, 1 = GPS outputs 2D velocity, 2 = GPS outputs no velocity float innovVelPos[6]; // innovation output float varInnovVelPos[6]; // innovation variance output @@ -211,6 +219,9 @@ public: unsigned storeIndex; +void updateDtGpsFilt(float dt); + +void updateDtHgtFilt(float dt); void UpdateStrapdownEquationsNED(); @@ -300,6 +311,8 @@ void InitializeDynamic(float (&initvelNED)[3], float declination); protected: +void updateDtVelPosFilt(float dt); + bool FilterHealthy(); bool GyroOffsetsDiverged(); @@ -314,3 +327,5 @@ void AttitudeInit(float ax, float ay, float az, float mx, float my, float mz, fl uint32_t millis(); +uint64_t getMicros(); + -- cgit v1.2.3 From cfcb76f627d164b3244e9b81b2fe2fe2e54ee045 Mon Sep 17 00:00:00 2001 From: Lorenz Meier Date: Mon, 18 Aug 2014 21:23:59 +0200 Subject: Add long-term stable wind estimate --- .../ekf_att_pos_estimator/estimator_23states.cpp | 21 +++++++++++++++++++++ .../ekf_att_pos_estimator/estimator_23states.h | 3 +++ 2 files changed, 24 insertions(+) (limited to 'src') diff --git a/src/modules/ekf_att_pos_estimator/estimator_23states.cpp b/src/modules/ekf_att_pos_estimator/estimator_23states.cpp index d1349535d..d176ccee2 100644 --- a/src/modules/ekf_att_pos_estimator/estimator_23states.cpp +++ b/src/modules/ekf_att_pos_estimator/estimator_23states.cpp @@ -71,6 +71,9 @@ AttPosEKF::AttPosEKF() : dtVelPosFilt(0.01f), dtHgtFilt(0.01f), dtGpsFilt(0.1f), + windSpdFiltNorth(0.0f), + windSpdFiltEast(0.0f), + windSpdFiltAltitude(0.0f), fusionModeGPS(0), innovVelPos{}, varInnovVelPos{}, @@ -1657,6 +1660,24 @@ void AttPosEKF::FuseAirspeed() // Perform fusion of True Airspeed measurement if (useAirspeed && fuseVtasData && (VtasPred > 1.0f) && (VtasMeas > 8.0f)) { + // Lowpass the output of the wind estimate - we want a long-term + // stable estimate, but not start to load into the overall dynamics + // of the system (which adjusting covariances would do) + + // Nominally damp to 0.02% of the noise, but reduce the damping for strong altitude variations + // assuming equal wind speeds on the same altitude and varying wind speeds on + // different altitudes + float windFiltCoeff = 0.0002f; + + float altDiff = fabsf(windSpdFiltAltitude - hgtMea); + + // Change filter coefficient based on altitude + windFiltCoeff += ConstrainFloat(0.00001f * altDiff, windFiltCoeff, 0.1f); + + windSpdFiltNorth = ((1.0f - windFiltCoeff) * windSpdFiltNorth) + (windFiltCoeff * vwn); + windSpdFiltEast = ((1.0f - windFiltCoeff) * windSpdFiltEast) + (windFiltCoeff * vwe); + windSpdFiltAltitude = hgtMea; + // Calculate observation jacobians SH_TAS[0] = 1/(sqrt(sq(ve - vwe) + sq(vn - vwn) + sq(vd))); SH_TAS[1] = (SH_TAS[0]*(2.0f*ve - 2*vwe))/2.0f; diff --git a/src/modules/ekf_att_pos_estimator/estimator_23states.h b/src/modules/ekf_att_pos_estimator/estimator_23states.h index 12cbc53b8..6349b03f0 100644 --- a/src/modules/ekf_att_pos_estimator/estimator_23states.h +++ b/src/modules/ekf_att_pos_estimator/estimator_23states.h @@ -149,6 +149,9 @@ public: float dtVelPosFilt; // average time between position / velocity fusion steps float dtHgtFilt; // average time between height measurement updates float dtGpsFilt; // average time between gps measurement updates + float windSpdFiltNorth; // average wind speed north component + float windSpdFiltEast; // average wind speed east component + float windSpdFiltAltitude; // the last altitude used to filter wind speed uint8_t fusionModeGPS; // 0 = GPS outputs 3D velocity, 1 = GPS outputs 2D velocity, 2 = GPS outputs no velocity float innovVelPos[6]; // innovation output float varInnovVelPos[6]; // innovation variance output -- cgit v1.2.3 From 2c0d192944744086905e622f445a523d6650cdc5 Mon Sep 17 00:00:00 2001 From: Lorenz Meier Date: Mon, 18 Aug 2014 21:26:18 +0200 Subject: Use the wind speed estimate filtered values --- src/modules/ekf_att_pos_estimator/ekf_att_pos_estimator_main.cpp | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) (limited to 'src') diff --git a/src/modules/ekf_att_pos_estimator/ekf_att_pos_estimator_main.cpp b/src/modules/ekf_att_pos_estimator/ekf_att_pos_estimator_main.cpp index 6cb68fe77..c384b2566 100644 --- a/src/modules/ekf_att_pos_estimator/ekf_att_pos_estimator_main.cpp +++ b/src/modules/ekf_att_pos_estimator/ekf_att_pos_estimator_main.cpp @@ -1490,8 +1490,10 @@ FixedwingEstimator::task_main() if (hrt_elapsed_time(&_wind.timestamp) > 99000) { _wind.timestamp = _global_pos.timestamp; - _wind.windspeed_north = _ekf->states[14]; - _wind.windspeed_east = _ekf->states[15]; + _wind.windspeed_north = _ekf->windSpdFiltNorth; + _wind.windspeed_east = _ekf->windSpdFiltEast; + // XXX we need to do something smart about the covariance here + // but we default to the estimate covariance for now _wind.covariance_north = _ekf->P[14][14]; _wind.covariance_east = _ekf->P[15][15]; -- cgit v1.2.3 From bcca3cae748ffea2df51907992e4a3c7ca673fd2 Mon Sep 17 00:00:00 2001 From: Lorenz Meier Date: Sat, 23 Aug 2014 16:03:24 +0200 Subject: Run full update straight after reset, filter wind speed dynamically --- .../ekf_att_pos_estimator_main.cpp | 22 ++---------- .../ekf_att_pos_estimator/estimator_23states.cpp | 40 +++++++++++++++------- .../ekf_att_pos_estimator/estimator_23states.h | 1 + 3 files changed, 31 insertions(+), 32 deletions(-) (limited to 'src') diff --git a/src/modules/ekf_att_pos_estimator/ekf_att_pos_estimator_main.cpp b/src/modules/ekf_att_pos_estimator/ekf_att_pos_estimator_main.cpp index c384b2566..b7e118d47 100644 --- a/src/modules/ekf_att_pos_estimator/ekf_att_pos_estimator_main.cpp +++ b/src/modules/ekf_att_pos_estimator/ekf_att_pos_estimator_main.cpp @@ -1220,30 +1220,12 @@ FixedwingEstimator::task_main() } else if (_ekf->statesInitialised) { // We're apparently initialized in this case now - int check = check_filter_state(); - - if (check) { - // Let the system re-initialize itself - continue; - } + // check (and reset the filter as needed) + (void)check_filter_state(); // Run the strapdown INS equations every IMU update _ekf->UpdateStrapdownEquationsNED(); - #if 0 - // debug code - could be tunred into a filter mnitoring/watchdog function - float tempQuat[4]; - - for (uint8_t j = 0; j <= 3; j++) tempQuat[j] = states[j]; - - quat2eul(eulerEst, tempQuat); - for (uint8_t j = 0; j <= 2; j++) eulerDif[j] = eulerEst[j] - ahrsEul[j]; - - if (eulerDif[2] > pi) eulerDif[2] -= 2 * pi; - - if (eulerDif[2] < -pi) eulerDif[2] += 2 * pi; - - #endif // store the predicted states for subsequent use by measurement fusion _ekf->StoreStates(IMUmsec); // Check if on ground - status is used by covariance prediction diff --git a/src/modules/ekf_att_pos_estimator/estimator_23states.cpp b/src/modules/ekf_att_pos_estimator/estimator_23states.cpp index d176ccee2..249cc419e 100644 --- a/src/modules/ekf_att_pos_estimator/estimator_23states.cpp +++ b/src/modules/ekf_att_pos_estimator/estimator_23states.cpp @@ -74,6 +74,7 @@ AttPosEKF::AttPosEKF() : windSpdFiltNorth(0.0f), windSpdFiltEast(0.0f), windSpdFiltAltitude(0.0f), + windSpdFiltClimb(0.0f), fusionModeGPS(0), innovVelPos{}, varInnovVelPos{}, @@ -1660,22 +1661,30 @@ void AttPosEKF::FuseAirspeed() // Perform fusion of True Airspeed measurement if (useAirspeed && fuseVtasData && (VtasPred > 1.0f) && (VtasMeas > 8.0f)) { - // Lowpass the output of the wind estimate - we want a long-term - // stable estimate, but not start to load into the overall dynamics - // of the system (which adjusting covariances would do) - - // Nominally damp to 0.02% of the noise, but reduce the damping for strong altitude variations - // assuming equal wind speeds on the same altitude and varying wind speeds on - // different altitudes - float windFiltCoeff = 0.0002f; float altDiff = fabsf(windSpdFiltAltitude - hgtMea); - // Change filter coefficient based on altitude - windFiltCoeff += ConstrainFloat(0.00001f * altDiff, windFiltCoeff, 0.1f); + if (isfinite(windSpdFiltClimb)) { + windSpdFiltClimb = ((1.0f - 0.0002f) * windSpdFiltClimb) + (0.0002f * states[6]); + } else { + windSpdFiltClimb = states[6]; + } + + if (altDiff < 20.0f) { + // Lowpass the output of the wind estimate - we want a long-term + // stable estimate, but not start to load into the overall dynamics + // of the system (which adjusting covariances would do) + + // Change filter coefficient based on altitude change rate + float windFiltCoeff = ConstrainFloat(fabsf(windSpdFiltClimb) / 1000.0f, 0.00005f, 0.2f); + + windSpdFiltNorth = ((1.0f - windFiltCoeff) * windSpdFiltNorth) + (windFiltCoeff * vwn); + windSpdFiltEast = ((1.0f - windFiltCoeff) * windSpdFiltEast) + (windFiltCoeff * vwe); + } else { + windSpdFiltNorth = vwn; + windSpdFiltEast = vwe; + } - windSpdFiltNorth = ((1.0f - windFiltCoeff) * windSpdFiltNorth) + (windFiltCoeff * vwn); - windSpdFiltEast = ((1.0f - windFiltCoeff) * windSpdFiltEast) + (windFiltCoeff * vwe); windSpdFiltAltitude = hgtMea; // Calculate observation jacobians @@ -3097,6 +3106,13 @@ void AttPosEKF::ZeroVariables() dVelIMU.zero(); lastGyroOffset.zero(); + windSpdFiltNorth = 0.0f; + windSpdFiltEast = 0.0f; + // setting the altitude to zero will give us a higher + // gain to adjust faster in the first step + windSpdFiltAltitude = 0.0f; + windSpdFiltClimb = 0.0f; + for (unsigned i = 0; i < data_buffer_size; i++) { for (unsigned j = 0; j < n_states; j++) { diff --git a/src/modules/ekf_att_pos_estimator/estimator_23states.h b/src/modules/ekf_att_pos_estimator/estimator_23states.h index 6349b03f0..f8bb7a9c4 100644 --- a/src/modules/ekf_att_pos_estimator/estimator_23states.h +++ b/src/modules/ekf_att_pos_estimator/estimator_23states.h @@ -152,6 +152,7 @@ public: float windSpdFiltNorth; // average wind speed north component float windSpdFiltEast; // average wind speed east component float windSpdFiltAltitude; // the last altitude used to filter wind speed + float windSpdFiltClimb; // filtered climb rate uint8_t fusionModeGPS; // 0 = GPS outputs 3D velocity, 1 = GPS outputs 2D velocity, 2 = GPS outputs no velocity float innovVelPos[6]; // innovation output float varInnovVelPos[6]; // innovation variance output -- cgit v1.2.3 From 92cc44fe1e09f426087e91fff88effde04b32c5d Mon Sep 17 00:00:00 2001 From: Lorenz Meier Date: Sun, 24 Aug 2014 12:07:59 +0200 Subject: avoid changing the reset logic --- src/modules/ekf_att_pos_estimator/ekf_att_pos_estimator_main.cpp | 7 ++++++- 1 file changed, 6 insertions(+), 1 deletion(-) (limited to 'src') diff --git a/src/modules/ekf_att_pos_estimator/ekf_att_pos_estimator_main.cpp b/src/modules/ekf_att_pos_estimator/ekf_att_pos_estimator_main.cpp index b7e118d47..8fdc40d41 100644 --- a/src/modules/ekf_att_pos_estimator/ekf_att_pos_estimator_main.cpp +++ b/src/modules/ekf_att_pos_estimator/ekf_att_pos_estimator_main.cpp @@ -1221,7 +1221,12 @@ FixedwingEstimator::task_main() // We're apparently initialized in this case now // check (and reset the filter as needed) - (void)check_filter_state(); + int check = check_filter_state(); + + if (check) { + // Let the system re-initialize itself + continue; + } // Run the strapdown INS equations every IMU update _ekf->UpdateStrapdownEquationsNED(); -- cgit v1.2.3 From 9f94e4ac8409dc15484ee3bcfb89958890a305e6 Mon Sep 17 00:00:00 2001 From: Thomas Gubler Date: Mon, 1 Sep 2014 10:33:59 +0200 Subject: add terrain alt field to global pos topic --- src/modules/uORB/topics/vehicle_global_position.h | 1 + 1 file changed, 1 insertion(+) (limited to 'src') diff --git a/src/modules/uORB/topics/vehicle_global_position.h b/src/modules/uORB/topics/vehicle_global_position.h index 25137c1c6..6cbe25fbd 100644 --- a/src/modules/uORB/topics/vehicle_global_position.h +++ b/src/modules/uORB/topics/vehicle_global_position.h @@ -72,6 +72,7 @@ struct vehicle_global_position_s { float yaw; /**< Yaw in radians -PI..+PI. */ float eph; /**< Standard deviation of position estimate horizontally */ float epv; /**< Standard deviation of position vertically */ + float terrain_alt; /**< Terrain altitude in m, WGS84 */ }; /** -- cgit v1.2.3 From 0f548ab88cb36be362d14f9e9e76c53e3764e3c9 Mon Sep 17 00:00:00 2001 From: Thomas Gubler Date: Mon, 1 Sep 2014 10:38:40 +0200 Subject: add global pos valid flag --- src/modules/uORB/topics/vehicle_global_position.h | 1 + 1 file changed, 1 insertion(+) (limited to 'src') diff --git a/src/modules/uORB/topics/vehicle_global_position.h b/src/modules/uORB/topics/vehicle_global_position.h index 6cbe25fbd..c3bb3b893 100644 --- a/src/modules/uORB/topics/vehicle_global_position.h +++ b/src/modules/uORB/topics/vehicle_global_position.h @@ -73,6 +73,7 @@ struct vehicle_global_position_s { float eph; /**< Standard deviation of position estimate horizontally */ float epv; /**< Standard deviation of position vertically */ float terrain_alt; /**< Terrain altitude in m, WGS84 */ + bool terrain_alt_valid; /**< Terrain altitude estimate is valid */ }; /** -- cgit v1.2.3 From 1f951b0df9ad475349ba4c7e815483445128cc2a Mon Sep 17 00:00:00 2001 From: Thomas Gubler Date: Mon, 1 Sep 2014 10:42:56 +0200 Subject: add logging for gpos terrain alt --- src/modules/sdlog2/sdlog2.c | 7 ++++++- src/modules/sdlog2/sdlog2_messages.h | 3 ++- 2 files changed, 8 insertions(+), 2 deletions(-) (limited to 'src') diff --git a/src/modules/sdlog2/sdlog2.c b/src/modules/sdlog2/sdlog2.c index dbda8ea6f..e13593077 100644 --- a/src/modules/sdlog2/sdlog2.c +++ b/src/modules/sdlog2/sdlog2.c @@ -1432,6 +1432,11 @@ int sdlog2_thread_main(int argc, char *argv[]) log_msg.body.log_GPOS.vel_d = buf.global_pos.vel_d; log_msg.body.log_GPOS.eph = buf.global_pos.eph; log_msg.body.log_GPOS.epv = buf.global_pos.epv; + if (buf.global_pos.terrain_alt_valid) { + log_msg.body.log_GPOS.terrain_alt = buf.global_pos.terrain_alt; + } else { + log_msg.body.log_GPOS.terrain_alt = -1.0f; + } LOGBUFFER_WRITE_AND_COUNT(GPOS); } @@ -1464,7 +1469,7 @@ int sdlog2_thread_main(int argc, char *argv[]) log_msg.body.log_VICN.yaw = buf.vicon_pos.yaw; LOGBUFFER_WRITE_AND_COUNT(VICN); } - + /* --- VISION POSITION --- */ if (copy_if_updated(ORB_ID(vision_position_estimate), subs.vision_pos_sub, &buf.vision_pos)) { log_msg.msg_type = LOG_VISN_MSG; diff --git a/src/modules/sdlog2/sdlog2_messages.h b/src/modules/sdlog2/sdlog2_messages.h index 6741c7e25..d2845eb75 100644 --- a/src/modules/sdlog2/sdlog2_messages.h +++ b/src/modules/sdlog2/sdlog2_messages.h @@ -220,6 +220,7 @@ struct log_GPOS_s { float vel_d; float eph; float epv; + float terrain_alt; }; /* --- GPSP - GLOBAL POSITION SETPOINT --- */ @@ -449,7 +450,7 @@ static const struct log_format_s log_formats[] = { LOG_FORMAT(AIRS, "fff", "IndSpeed,TrueSpeed,AirTemp"), LOG_FORMAT(ARSP, "fff", "RollRateSP,PitchRateSP,YawRateSP"), LOG_FORMAT(FLOW, "hhfffBB", "RawX,RawY,CompX,CompY,Dist,Q,SensID"), - LOG_FORMAT(GPOS, "LLffffff", "Lat,Lon,Alt,VelN,VelE,VelD,EPH,EPV"), + LOG_FORMAT(GPOS, "LLfffffff", "Lat,Lon,Alt,VelN,VelE,VelD,EPH,EPV,TALT"), LOG_FORMAT(GPSP, "BLLffBfbf", "NavState,Lat,Lon,Alt,Yaw,Type,LoitR,LoitDir,PitMin"), LOG_FORMAT(ESC, "HBBBHHHHHHfH", "count,nESC,Conn,N,Ver,Adr,Volt,Amp,RPM,Temp,SetP,SetPRAW"), LOG_FORMAT(GVSP, "fff", "VX,VY,VZ"), -- cgit v1.2.3 From 71a2025f7d904c77b7f6351ccc69acd181a42a55 Mon Sep 17 00:00:00 2001 From: Lorenz Meier Date: Mon, 1 Sep 2014 11:35:41 +0200 Subject: Add filter estimates --- .../ekf_att_pos_estimator_main.cpp | 35 +++++++++++++++++++++- 1 file changed, 34 insertions(+), 1 deletion(-) (limited to 'src') diff --git a/src/modules/ekf_att_pos_estimator/ekf_att_pos_estimator_main.cpp b/src/modules/ekf_att_pos_estimator/ekf_att_pos_estimator_main.cpp index 91d17e787..e34cce078 100644 --- a/src/modules/ekf_att_pos_estimator/ekf_att_pos_estimator_main.cpp +++ b/src/modules/ekf_att_pos_estimator/ekf_att_pos_estimator_main.cpp @@ -58,6 +58,7 @@ #include #include #include +#include #ifdef SENSOR_COMBINED_SUB #include #endif @@ -171,6 +172,7 @@ private: #else int _sensor_combined_sub; #endif + int _distance_sub; /**< distance measurement */ int _airspeed_sub; /**< airspeed subscription */ int _baro_sub; /**< barometer subscription */ int _gps_sub; /**< GPS subscription */ @@ -196,7 +198,8 @@ private: struct vehicle_global_position_s _global_pos; /**< global vehicle position */ struct vehicle_local_position_s _local_pos; /**< local vehicle position */ struct vehicle_gps_position_s _gps; /**< GPS position */ - struct wind_estimate_s _wind; /**< Wind estimate */ + struct wind_estimate_s _wind; /**< wind estimate */ + struct range_finder_report _distance; /**< distance estimate */ struct gyro_scale _gyro_offsets; struct accel_scale _accel_offsets; @@ -226,6 +229,7 @@ private: hrt_abstime _filter_start_time; hrt_abstime _last_sensor_timestamp; hrt_abstime _last_run; + hrt_abstime _distance_last_valid; bool _gyro_valid; bool _accel_valid; bool _mag_valid; @@ -342,6 +346,7 @@ FixedwingEstimator::FixedwingEstimator() : #else _sensor_combined_sub(-1), #endif + _distance_sub(-1), _airspeed_sub(-1), _baro_sub(-1), _gps_sub(-1), @@ -399,6 +404,7 @@ FixedwingEstimator::FixedwingEstimator() : _filter_start_time(0), _last_sensor_timestamp(0), _last_run(0), + _distance_last_valid(0), _gyro_valid(false), _accel_valid(false), _mag_valid(false), @@ -549,6 +555,7 @@ FixedwingEstimator::parameters_update() _ekf->gyroProcessNoise = _parameters.gyro_pnoise; _ekf->accelProcessNoise = _parameters.acc_pnoise; _ekf->airspeedMeasurementSigma = _parameters.eas_noise; + _ekf->rngFinderPitch = 0.0f; // XXX base on SENS_BOARD_Y_OFF } return OK; @@ -704,6 +711,7 @@ FixedwingEstimator::task_main() /* * do subscriptions */ + _distance_sub = orb_subscribe(ORB_ID(sensor_range_finder)); _baro_sub = orb_subscribe(ORB_ID(sensor_baro0)); _airspeed_sub = orb_subscribe(ORB_ID(airspeed)); _gps_sub = orb_subscribe(ORB_ID(vehicle_gps_position)); @@ -753,6 +761,7 @@ FixedwingEstimator::task_main() bool newHgtData = false; bool newAdsData = false; bool newDataMag = false; + bool newRangeData = false; float posNED[3] = {0.0f, 0.0f, 0.0f}; // North, East Down position (m) @@ -1114,6 +1123,19 @@ FixedwingEstimator::task_main() newDataMag = false; } + orb_check(_distance_sub, &newRangeData); + + if (newRangeData) { + orb_copy(ORB_ID(sensor_range_finder), _distance_sub, &_distance); + + if (_distance.valid) { + _ekf->rngMea = _distance.distance; + _distance_last_valid = _distance.timestamp; + } else { + newRangeData = false; + } + } + /* * CHECK IF ITS THE RIGHT TIME TO RUN THINGS ALREADY */ @@ -1334,6 +1356,13 @@ FixedwingEstimator::task_main() _ekf->fuseVtasData = false; } + if (newRangeData) { + _ekf->fuseRngData = true; + _ekf->useRangeFinder = true; + _ekf->RecallStates(_ekf->statesAtRngTime, (IMUmsec - 500.0f)); + _ekf->FuseRangeFinder(); + } + // Output results math::Quaternion q(_ekf->states[0], _ekf->states[1], _ekf->states[2], _ekf->states[3]); @@ -1447,6 +1476,10 @@ FixedwingEstimator::task_main() _global_pos.vel_d = _local_pos.vz; } + /* terrain altitude */ + _global_pos.terrain_alt = _ekf->states[22]; + _global_pos.terrain_alt_valid = (_distance_last_valid > 0) && + (hrt_elapsed_time(&_distance_last_valid) < 20 * 1000 * 1000); _global_pos.yaw = _local_pos.yaw; -- cgit v1.2.3 From 4c7cc10b6294c799798d05faad688d9dec2102f3 Mon Sep 17 00:00:00 2001 From: Lorenz Meier Date: Tue, 2 Sep 2014 15:37:18 +0200 Subject: Working and replay-tested altitude fusion --- .../ekf_att_pos_estimator_main.cpp | 4 +- .../ekf_att_pos_estimator/estimator_23states.cpp | 719 ++++++++++++--------- .../ekf_att_pos_estimator/estimator_23states.h | 40 +- 3 files changed, 461 insertions(+), 302 deletions(-) (limited to 'src') diff --git a/src/modules/ekf_att_pos_estimator/ekf_att_pos_estimator_main.cpp b/src/modules/ekf_att_pos_estimator/ekf_att_pos_estimator_main.cpp index 87a20a775..97abb76a9 100644 --- a/src/modules/ekf_att_pos_estimator/ekf_att_pos_estimator_main.cpp +++ b/src/modules/ekf_att_pos_estimator/ekf_att_pos_estimator_main.cpp @@ -1370,7 +1370,7 @@ FixedwingEstimator::task_main() _ekf->fuseRngData = true; _ekf->useRangeFinder = true; _ekf->RecallStates(_ekf->statesAtRngTime, (IMUmsec - 500.0f)); - _ekf->FuseRangeFinder(); + _ekf->GroundEKF(); } @@ -1487,7 +1487,7 @@ FixedwingEstimator::task_main() } /* terrain altitude */ - _global_pos.terrain_alt = _ekf->states[22]; + _global_pos.terrain_alt = _ekf->hgtRef - _ekf->flowStates[1]; _global_pos.terrain_alt_valid = (_distance_last_valid > 0) && (hrt_elapsed_time(&_distance_last_valid) < 20 * 1000 * 1000); diff --git a/src/modules/ekf_att_pos_estimator/estimator_23states.cpp b/src/modules/ekf_att_pos_estimator/estimator_23states.cpp index 249cc419e..94a6d165f 100644 --- a/src/modules/ekf_att_pos_estimator/estimator_23states.cpp +++ b/src/modules/ekf_att_pos_estimator/estimator_23states.cpp @@ -50,7 +50,7 @@ AttPosEKF::AttPosEKF() : statesAtMagMeasTime{}, statesAtVtasMeasTime{}, statesAtRngTime{}, - statesAtOptFlowTime{}, + statesAtFlowTime{}, correctedDelAng(), correctedDelVel(), summedDelAng(), @@ -118,13 +118,13 @@ AttPosEKF::AttPosEKF() : inhibitWindStates(true), inhibitMagStates(true), - inhibitGndHgtState(true), + inhibitGndState(true), onGround(true), staticMode(true), useAirspeed(true), useCompass(true), - useRangeFinder(false), + useRangeFinder(true), useOpticalFlow(false), ekfDiverged(false), @@ -132,7 +132,24 @@ AttPosEKF::AttPosEKF() : current_ekf_state{}, last_ekf_error{}, numericalProtection(true), - storeIndex(0) + storeIndex(0), + storedOmega{}, + Popt{}, + flowStates{}, + prevPosN(0.0f), + prevPosE(0.0f), + auxFlowObsInnov{}, + auxFlowObsInnovVar{}, + fScaleFactorVar(0.0f), + Tnb_flow{}, + R_LOS(0.0f), + auxFlowTestRatio{}, + auxRngTestRatio(0.0f), + flowInnovGate(0.0f), + auxFlowInnovGate(0.0f), + rngInnovGate(0.0f), + minFlowRng(0.0f), + moCompR_LOS(0.0f) { memset(&last_ekf_error, 0, sizeof(last_ekf_error)); memset(¤t_ekf_state, 0, sizeof(current_ekf_state)); @@ -330,7 +347,7 @@ void AttPosEKF::CovariancePrediction(float dt) } else { for (uint8_t i=16; i<=21; i++) processNoise[i] = 0; } - if (!inhibitGndHgtState) { + if (!inhibitGndState) { processNoise[22] = dt * sqrtf(sq(states[4]) + sq(states[5])) * gndHgtSigma; } else { processNoise[22] = 0; @@ -1218,7 +1235,7 @@ void AttPosEKF::FuseVelposNED() } } // Don't update terrain state if inhibited - if (inhibitGndHgtState) { + if (inhibitGndState) { Kfusion[22] = 0; } @@ -1401,7 +1418,7 @@ void AttPosEKF::FuseMagnetometer() Kfusion[i] = 0; } } - if (!inhibitGndHgtState) { + if (!inhibitGndState) { Kfusion[22] = SK_MX[0]*(P[22][19] + P[22][1]*SH_MAG[0] + P[22][3]*SH_MAG[2] + P[22][0]*SK_MX[3] - P[22][2]*SK_MX[2] - P[22][16]*SK_MX[1] + P[22][17]*SK_MX[5] - P[22][18]*SK_MX[4]); } else { Kfusion[22] = 0; @@ -1475,11 +1492,6 @@ void AttPosEKF::FuseMagnetometer() Kfusion[20] = 0; Kfusion[21] = 0; } - if (!inhibitGndHgtState) { - Kfusion[22] = SK_MY[0]*(P[22][20] + P[22][0]*SH_MAG[2] + P[22][1]*SH_MAG[1] + P[22][2]*SH_MAG[0] - P[22][3]*SK_MY[2] - P[22][17]*SK_MY[1] - P[22][16]*SK_MY[3] + P[22][18]*SK_MY[4]); - } else { - Kfusion[22] = 0; - } varInnovMag[1] = 1.0f/SK_MY[0]; innovMag[1] = MagPred[1] - magData.y; } @@ -1550,11 +1562,6 @@ void AttPosEKF::FuseMagnetometer() Kfusion[20] = 0; Kfusion[21] = 0; } - if (!inhibitGndHgtState) { - Kfusion[22] = SK_MZ[0]*(P[22][21] + P[22][0]*SH_MAG[1] + P[22][3]*SH_MAG[0] - P[22][1]*SK_MZ[2] + P[22][2]*SK_MZ[3] + P[22][18]*SK_MZ[1] + P[22][16]*SK_MZ[5] - P[22][17]*SK_MZ[4]); - } else { - Kfusion[22] = 0; - } varInnovMag[2] = 1.0f/SK_MZ[0]; innovMag[2] = MagPred[2] - magData.z; @@ -1746,11 +1753,6 @@ void AttPosEKF::FuseAirspeed() Kfusion[i] = 0; } } - if (!inhibitGndHgtState) { - Kfusion[22] = SK_TAS*(P[22][4]*SH_TAS[2] - P[22][14]*SH_TAS[2] + P[22][5]*SH_TAS[1] - P[22][15]*SH_TAS[1] + P[22][6]*vd*SH_TAS[0]); - } else { - Kfusion[22] = 0; - } varInnovVtas = 1.0f/SK_TAS; // Calculate the measurement innovation @@ -1882,8 +1884,11 @@ void AttPosEKF::FuseRangeFinder() rngPred = (ptd - pd)/cosRngTilt; innovRng = rngPred - rngMea; - // Check the innovation for consistency and don't fuse if > 5Sigma - if ((innovRng*innovRng*SK_RNG[0]) < 25) + // calculate the innovation consistency test ratio + auxRngTestRatio = sq(innovRng) / (sq(rngInnovGate) * varInnovRng); + + // Check the innovation for consistency and don't fuse if out of bounds + if (auxRngTestRatio < 1.0f) { // correct the state vector states[22] = states[22] - Kfusion[22] * innovRng; @@ -1898,286 +1903,386 @@ void AttPosEKF::FuseRangeFinder() void AttPosEKF::FuseOptFlow() { - static uint8_t obsIndex; - static float SH_LOS[13]; - static float SKK_LOS[15]; - static float SK_LOS[2]; - static float q0 = 0.0f; - static float q1 = 0.0f; - static float q2 = 0.0f; - static float q3 = 1.0f; - static float vn = 0.0f; - static float ve = 0.0f; - static float vd = 0.0f; - static float pd = 0.0f; - static float ptd = 0.0f; - static float R_LOS = 0.01f; - static float losPred[2]; - - // Transformation matrix from nav to body axes - Mat3f Tnb_local; - // Transformation matrix from body to sensor axes - // assume camera is aligned with Z body axis plus a misalignment - // defined by 3 small angles about X, Y and Z body axis - Mat3f Tbs; - Tbs.x.y = a3; - Tbs.y.x = -a3; - Tbs.x.z = -a2; - Tbs.z.x = a2; - Tbs.y.z = a1; - Tbs.z.y = -a1; - // Transformation matrix from navigation to sensor axes - Mat3f Tns; - float H_LOS[n_states]; - for (uint8_t i = 0; i < n_states; i++) { - H_LOS[i] = 0.0f; - } - Vector3f velNED_local; - Vector3f relVelSensor; +// static uint8_t obsIndex; +// static float SH_LOS[13]; +// static float SKK_LOS[15]; +// static float SK_LOS[2]; +// static float q0 = 0.0f; +// static float q1 = 0.0f; +// static float q2 = 0.0f; +// static float q3 = 1.0f; +// static float vn = 0.0f; +// static float ve = 0.0f; +// static float vd = 0.0f; +// static float pd = 0.0f; +// static float ptd = 0.0f; +// static float R_LOS = 0.01f; +// static float losPred[2]; + +// // Transformation matrix from nav to body axes +// Mat3f Tnb_local; +// // Transformation matrix from body to sensor axes +// // assume camera is aligned with Z body axis plus a misalignment +// // defined by 3 small angles about X, Y and Z body axis +// Mat3f Tbs; +// Tbs.x.y = a3; +// Tbs.y.x = -a3; +// Tbs.x.z = -a2; +// Tbs.z.x = a2; +// Tbs.y.z = a1; +// Tbs.z.y = -a1; +// // Transformation matrix from navigation to sensor axes +// Mat3f Tns; +// float H_LOS[n_states]; +// for (uint8_t i = 0; i < n_states; i++) { +// H_LOS[i] = 0.0f; +// } +// Vector3f velNED_local; +// Vector3f relVelSensor; + +// // Perform sequential fusion of optical flow measurements only when in the air and tilt is less than 30 deg. +// if (useOpticalFlow && (fuseOptFlowData || obsIndex == 1) && !onGround && Tbs.z.z > 0.866f && rngMea > 5.0f && rngMea < 39.0f) +// { +// // Sequential fusion of XY components to spread processing load across +// // two prediction time steps. + +// // Calculate observation jacobians and Kalman gains +// if (fuseOptFlowData) +// { +// // Copy required states to local variable names +// q0 = statesAtOptFlowTime[0]; +// q1 = statesAtOptFlowTime[1]; +// q2 = statesAtOptFlowTime[2]; +// q3 = statesAtOptFlowTime[3]; +// vn = statesAtOptFlowTime[4]; +// ve = statesAtOptFlowTime[5]; +// vd = statesAtOptFlowTime[6]; +// pd = statesAtOptFlowTime[9]; +// ptd = statesAtOptFlowTime[22]; +// velNED_local.x = vn; +// velNED_local.y = ve; +// velNED_local.z = vd; + +// // calculate rotation from NED to body axes +// float q00 = sq(q0); +// float q11 = sq(q1); +// float q22 = sq(q2); +// float q33 = sq(q3); +// float q01 = q0 * q1; +// float q02 = q0 * q2; +// float q03 = q0 * q3; +// float q12 = q1 * q2; +// float q13 = q1 * q3; +// float q23 = q2 * q3; +// Tnb_local.x.x = q00 + q11 - q22 - q33; +// Tnb_local.y.y = q00 - q11 + q22 - q33; +// Tnb_local.z.z = q00 - q11 - q22 + q33; +// Tnb_local.y.x = 2*(q12 - q03); +// Tnb_local.z.x = 2*(q13 + q02); +// Tnb_local.x.y = 2*(q12 + q03); +// Tnb_local.z.y = 2*(q23 - q01); +// Tnb_local.x.z = 2*(q13 - q02); +// Tnb_local.y.z = 2*(q23 + q01); + +// // calculate transformation from NED to sensor axes +// Tns = Tbs*Tnb_local; + +// // calculate range from ground plain to centre of sensor fov assuming flat earth +// float range = ConstrainFloat(((ptd - pd)/Tns.z.z),0.5f,100.0f); + +// // calculate relative velocity in sensor frame +// relVelSensor = Tns*velNED_local; + +// // divide velocity by range and include angular rate effects to get predicted angular LOS rates relative to X and Y axes +// losPred[0] = relVelSensor.y/range; +// losPred[1] = -relVelSensor.x/range; + +// //printf("relVelSensor.x=%5.1f, relVelSensor.y=%5.1f\n", relVelSensor.x, relVelSensor.y); +// //printf("Xpred=%5.2f, Xmea=%5.2f, Ypred=%5.2f, Ymea=%5.2f, delAng.x=%4.4f, delAng.y=%4.4f\n", losPred[0], losData[0], losPred[1], losData[1], delAng.x, delAng.y); +// //printf("omegaX=%5.2f, omegaY=%5.2f, velY=%5.1f velX=%5.1f\n, range=%5.1f\n", delAngRel.x/dt, delAngRel.y/dt, relVelSensor.y, relVelSensor.x, range); + +// // Calculate observation jacobians +// SH_LOS[0] = a1*(2*q0*q1 + 2*q2*q3) + a2*(2*q0*q2 - 2*q1*q3) - sq(q0) + sq(q1) + sq(q2) - sq(q3); +// SH_LOS[1] = vd*(a2*(sq(q0) - sq(q1) - sq(q2) + sq(q3)) + 2*q0*q2 - 2*q1*q3 - a3*(2*q0*q1 + 2*q2*q3)) - ve*(a3*(sq(q0) - sq(q1) + sq(q2) - sq(q3)) + 2*q0*q3 + 2*q1*q2 + a2*(2*q0*q1 - 2*q2*q3)) + vn*(a2*(2*q0*q2 + 2*q1*q3) + a3*(2*q0*q3 - 2*q1*q2) - sq(q0) - sq(q1) + sq(q2) + sq(q3)); +// SH_LOS[2] = ve*(a1*(2*q0*q1 - 2*q2*q3) + a3*(2*q0*q3 + 2*q1*q2) - sq(q0) + sq(q1) - sq(q2) + sq(q3)) - vd*(a1*(sq(q0) - sq(q1) - sq(q2) + sq(q3)) + 2*q0*q1 + 2*q2*q3 + a3*(2*q0*q2 - 2*q1*q3)) + vn*(a3*(sq(q0) + sq(q1) - sq(q2) - sq(q3)) + 2*q0*q3 - 2*q1*q2 - a1*(2*q0*q2 + 2*q1*q3)); +// SH_LOS[3] = 1/(pd - ptd); +// SH_LOS[4] = 2*q1 - 2*a2*q3 + 2*a3*q2; +// SH_LOS[5] = 2*a2*q2 - 2*q0 + 2*a3*q3; +// SH_LOS[6] = 2*q2 + 2*a2*q0 - 2*a3*q1; +// SH_LOS[7] = 1/sq(pd - ptd); +// SH_LOS[8] = 2*q2 + 2*a1*q3 - 2*a3*q1; +// SH_LOS[9] = 2*q3 - 2*a1*q2 + 2*a3*q0; +// SH_LOS[10] = 2*a1*q1 - 2*q0 + 2*a3*q3; +// SH_LOS[11] = 2*q3 + 2*a2*q1 + 2*a3*q0; +// SH_LOS[12] = 2*q1 + 2*a1*q0 + 2*a3*q2; + +// for (uint8_t i = 0; i < n_states; i++) H_LOS[i] = 0; +// H_LOS[0] = - SH_LOS[2]*SH_LOS[3]*(2*a1*q1 - 2*q0 + 2*a2*q2) - SH_LOS[0]*SH_LOS[3]*(ve*SH_LOS[10] - vd*SH_LOS[12] + vn*SH_LOS[9]); +// H_LOS[1] = - SH_LOS[2]*SH_LOS[3]*(2*q1 + 2*a1*q0 - 2*a2*q3) - SH_LOS[0]*SH_LOS[3]*(vd*SH_LOS[10] + ve*SH_LOS[12] - vn*SH_LOS[8]); +// H_LOS[2] = SH_LOS[0]*SH_LOS[3]*(vd*SH_LOS[9] + ve*SH_LOS[8] + vn*SH_LOS[12]) - SH_LOS[2]*SH_LOS[3]*(2*q2 + 2*a2*q0 + 2*a1*q3); +// H_LOS[3] = SH_LOS[2]*SH_LOS[3]*(2*q3 - 2*a1*q2 + 2*a2*q1) + SH_LOS[0]*SH_LOS[3]*(vd*SH_LOS[8] - ve*SH_LOS[9] + vn*SH_LOS[10]); +// H_LOS[4] = -SH_LOS[0]*SH_LOS[3]*(a3*(sq(q0) + sq(q1) - sq(q2) - sq(q3)) + 2*q0*q3 - 2*q1*q2 - a1*(2*q0*q2 + 2*q1*q3)); +// H_LOS[5] = -SH_LOS[0]*SH_LOS[3]*(a1*(2*q0*q1 - 2*q2*q3) + a3*(2*q0*q3 + 2*q1*q2) - sq(q0) + sq(q1) - sq(q2) + sq(q3)); +// H_LOS[6] = SH_LOS[0]*SH_LOS[3]*(a1*(sq(q0) - sq(q1) - sq(q2) + sq(q3)) + 2*q0*q1 + 2*q2*q3 + a3*(2*q0*q2 - 2*q1*q3)); +// H_LOS[9] = SH_LOS[0]*SH_LOS[2]*SH_LOS[7]; +// H_LOS[22] = -SH_LOS[0]*SH_LOS[2]*SH_LOS[7]; + +// // Calculate Kalman gain +// SKK_LOS[0] = a2*(sq(q0) - sq(q1) - sq(q2) + sq(q3)) + 2*q0*q2 - 2*q1*q3 - a3*(2*q0*q1 + 2*q2*q3); +// SKK_LOS[1] = a3*(sq(q0) - sq(q1) + sq(q2) - sq(q3)) + 2*q0*q3 + 2*q1*q2 + a2*(2*q0*q1 - 2*q2*q3); +// SKK_LOS[2] = a2*(2*q0*q2 + 2*q1*q3) + a3*(2*q0*q3 - 2*q1*q2) - sq(q0) - sq(q1) + sq(q2) + sq(q3); +// SKK_LOS[3] = a1*(sq(q0) - sq(q1) - sq(q2) + sq(q3)) + 2*q0*q1 + 2*q2*q3 + a3*(2*q0*q2 - 2*q1*q3); +// SKK_LOS[4] = a1*(2*q0*q1 - 2*q2*q3) + a3*(2*q0*q3 + 2*q1*q2) - sq(q0) + sq(q1) - sq(q2) + sq(q3); +// SKK_LOS[5] = a3*(sq(q0) + sq(q1) - sq(q2) - sq(q3)) + 2*q0*q3 - 2*q1*q2 - a1*(2*q0*q2 + 2*q1*q3); +// SKK_LOS[6] = SH_LOS[2]*SH_LOS[3]*(2*q3 - 2*a1*q2 + 2*a2*q1) + SH_LOS[0]*SH_LOS[3]*(vd*SH_LOS[8] - ve*SH_LOS[9] + vn*SH_LOS[10]); +// SKK_LOS[7] = SH_LOS[2]*SH_LOS[3]*(2*q1 + 2*a1*q0 - 2*a2*q3) + SH_LOS[0]*SH_LOS[3]*(vd*SH_LOS[10] + ve*SH_LOS[12] - vn*SH_LOS[8]); +// SKK_LOS[8] = SH_LOS[2]*SH_LOS[3]*(2*a1*q1 - 2*q0 + 2*a2*q2) + SH_LOS[0]*SH_LOS[3]*(ve*SH_LOS[10] - vd*SH_LOS[12] + vn*SH_LOS[9]); +// SKK_LOS[9] = SH_LOS[2]*SH_LOS[3]*(2*q2 + 2*a2*q0 + 2*a1*q3) - SH_LOS[0]*SH_LOS[3]*(vd*SH_LOS[9] + ve*SH_LOS[8] + vn*SH_LOS[12]); +// SKK_LOS[10] = SH_LOS[1]*SH_LOS[3]*(2*a1*q1 - 2*q0 + 2*a2*q2) + SH_LOS[0]*SH_LOS[3]*(vd*SH_LOS[6] - ve*SH_LOS[11] + vn*SH_LOS[5]); +// SKK_LOS[11] = SH_LOS[1]*SH_LOS[3]*(2*q1 + 2*a1*q0 - 2*a2*q3) - SH_LOS[0]*SH_LOS[3]*(vd*SH_LOS[11] + ve*SH_LOS[6] + vn*SH_LOS[4]); +// SKK_LOS[12] = SH_LOS[1]*SH_LOS[3]*(2*q2 + 2*a2*q0 + 2*a1*q3) - SH_LOS[0]*SH_LOS[3]*(vd*SH_LOS[5] + ve*SH_LOS[4] - vn*SH_LOS[6]); +// SKK_LOS[13] = SH_LOS[1]*SH_LOS[3]*(2*q3 - 2*a1*q2 + 2*a2*q1) - SH_LOS[0]*SH_LOS[3]*(ve*SH_LOS[5] - vd*SH_LOS[4] + vn*SH_LOS[11]); +// SKK_LOS[14] = SH_LOS[0]; + +// SK_LOS[0] = 1/(R_LOS + SKK_LOS[8]*(P[0][0]*SKK_LOS[8] + P[1][0]*SKK_LOS[7] + P[2][0]*SKK_LOS[9] - P[3][0]*SKK_LOS[6] - P[9][0]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[22][0]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[4][0]*SH_LOS[3]*SKK_LOS[5]*SKK_LOS[14] + P[5][0]*SH_LOS[3]*SKK_LOS[4]*SKK_LOS[14] - P[6][0]*SH_LOS[3]*SKK_LOS[3]*SKK_LOS[14]) + SKK_LOS[7]*(P[0][1]*SKK_LOS[8] + P[1][1]*SKK_LOS[7] + P[2][1]*SKK_LOS[9] - P[3][1]*SKK_LOS[6] - P[9][1]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[22][1]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[4][1]*SH_LOS[3]*SKK_LOS[5]*SKK_LOS[14] + P[5][1]*SH_LOS[3]*SKK_LOS[4]*SKK_LOS[14] - P[6][1]*SH_LOS[3]*SKK_LOS[3]*SKK_LOS[14]) + SKK_LOS[9]*(P[0][2]*SKK_LOS[8] + P[1][2]*SKK_LOS[7] + P[2][2]*SKK_LOS[9] - P[3][2]*SKK_LOS[6] - P[9][2]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[22][2]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[4][2]*SH_LOS[3]*SKK_LOS[5]*SKK_LOS[14] + P[5][2]*SH_LOS[3]*SKK_LOS[4]*SKK_LOS[14] - P[6][2]*SH_LOS[3]*SKK_LOS[3]*SKK_LOS[14]) - SKK_LOS[6]*(P[0][3]*SKK_LOS[8] + P[1][3]*SKK_LOS[7] + P[2][3]*SKK_LOS[9] - P[3][3]*SKK_LOS[6] - P[9][3]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[22][3]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[4][3]*SH_LOS[3]*SKK_LOS[5]*SKK_LOS[14] + P[5][3]*SH_LOS[3]*SKK_LOS[4]*SKK_LOS[14] - P[6][3]*SH_LOS[3]*SKK_LOS[3]*SKK_LOS[14]) - SH_LOS[2]*SH_LOS[7]*SKK_LOS[14]*(P[0][9]*SKK_LOS[8] + P[1][9]*SKK_LOS[7] + P[2][9]*SKK_LOS[9] - P[3][9]*SKK_LOS[6] - P[9][9]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[22][9]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[4][9]*SH_LOS[3]*SKK_LOS[5]*SKK_LOS[14] + P[5][9]*SH_LOS[3]*SKK_LOS[4]*SKK_LOS[14] - P[6][9]*SH_LOS[3]*SKK_LOS[3]*SKK_LOS[14]) + SH_LOS[2]*SH_LOS[7]*SKK_LOS[14]*(P[0][22]*SKK_LOS[8] + P[1][22]*SKK_LOS[7] + P[2][22]*SKK_LOS[9] - P[3][22]*SKK_LOS[6] - P[9][22]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[22][22]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[4][22]*SH_LOS[3]*SKK_LOS[5]*SKK_LOS[14] + P[5][22]*SH_LOS[3]*SKK_LOS[4]*SKK_LOS[14] - P[6][22]*SH_LOS[3]*SKK_LOS[3]*SKK_LOS[14]) + SH_LOS[3]*SKK_LOS[5]*SKK_LOS[14]*(P[0][4]*SKK_LOS[8] + P[1][4]*SKK_LOS[7] + P[2][4]*SKK_LOS[9] - P[3][4]*SKK_LOS[6] - P[9][4]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[22][4]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[4][4]*SH_LOS[3]*SKK_LOS[5]*SKK_LOS[14] + P[5][4]*SH_LOS[3]*SKK_LOS[4]*SKK_LOS[14] - P[6][4]*SH_LOS[3]*SKK_LOS[3]*SKK_LOS[14]) + SH_LOS[3]*SKK_LOS[4]*SKK_LOS[14]*(P[0][5]*SKK_LOS[8] + P[1][5]*SKK_LOS[7] + P[2][5]*SKK_LOS[9] - P[3][5]*SKK_LOS[6] - P[9][5]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[22][5]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[4][5]*SH_LOS[3]*SKK_LOS[5]*SKK_LOS[14] + P[5][5]*SH_LOS[3]*SKK_LOS[4]*SKK_LOS[14] - P[6][5]*SH_LOS[3]*SKK_LOS[3]*SKK_LOS[14]) - SH_LOS[3]*SKK_LOS[3]*SKK_LOS[14]*(P[0][6]*SKK_LOS[8] + P[1][6]*SKK_LOS[7] + P[2][6]*SKK_LOS[9] - P[3][6]*SKK_LOS[6] - P[9][6]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[22][6]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[4][6]*SH_LOS[3]*SKK_LOS[5]*SKK_LOS[14] + P[5][6]*SH_LOS[3]*SKK_LOS[4]*SKK_LOS[14] - P[6][6]*SH_LOS[3]*SKK_LOS[3]*SKK_LOS[14])); +// Kfusion[0] = -SK_LOS[0]*(P[0][0]*SKK_LOS[8] + P[0][1]*SKK_LOS[7] - P[0][3]*SKK_LOS[6] + P[0][2]*SKK_LOS[9] - P[0][9]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[0][22]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[0][4]*SH_LOS[3]*SKK_LOS[5]*SKK_LOS[14] + P[0][5]*SH_LOS[3]*SKK_LOS[4]*SKK_LOS[14] - P[0][6]*SH_LOS[3]*SKK_LOS[3]*SKK_LOS[14]); +// Kfusion[1] = -SK_LOS[0]*(P[1][0]*SKK_LOS[8] + P[1][1]*SKK_LOS[7] - P[1][3]*SKK_LOS[6] + P[1][2]*SKK_LOS[9] - P[1][9]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[1][22]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[1][4]*SH_LOS[3]*SKK_LOS[5]*SKK_LOS[14] + P[1][5]*SH_LOS[3]*SKK_LOS[4]*SKK_LOS[14] - P[1][6]*SH_LOS[3]*SKK_LOS[3]*SKK_LOS[14]); +// Kfusion[2] = -SK_LOS[0]*(P[2][0]*SKK_LOS[8] + P[2][1]*SKK_LOS[7] - P[2][3]*SKK_LOS[6] + P[2][2]*SKK_LOS[9] - P[2][9]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[2][22]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[2][4]*SH_LOS[3]*SKK_LOS[5]*SKK_LOS[14] + P[2][5]*SH_LOS[3]*SKK_LOS[4]*SKK_LOS[14] - P[2][6]*SH_LOS[3]*SKK_LOS[3]*SKK_LOS[14]); +// Kfusion[3] = -SK_LOS[0]*(P[3][0]*SKK_LOS[8] + P[3][1]*SKK_LOS[7] - P[3][3]*SKK_LOS[6] + P[3][2]*SKK_LOS[9] - P[3][9]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[3][22]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[3][4]*SH_LOS[3]*SKK_LOS[5]*SKK_LOS[14] + P[3][5]*SH_LOS[3]*SKK_LOS[4]*SKK_LOS[14] - P[3][6]*SH_LOS[3]*SKK_LOS[3]*SKK_LOS[14]); +// Kfusion[4] = -SK_LOS[0]*(P[4][0]*SKK_LOS[8] + P[4][1]*SKK_LOS[7] - P[4][3]*SKK_LOS[6] + P[4][2]*SKK_LOS[9] - P[4][9]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[4][22]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[4][4]*SH_LOS[3]*SKK_LOS[5]*SKK_LOS[14] + P[4][5]*SH_LOS[3]*SKK_LOS[4]*SKK_LOS[14] - P[4][6]*SH_LOS[3]*SKK_LOS[3]*SKK_LOS[14]); +// Kfusion[5] = -SK_LOS[0]*(P[5][0]*SKK_LOS[8] + P[5][1]*SKK_LOS[7] - P[5][3]*SKK_LOS[6] + P[5][2]*SKK_LOS[9] - P[5][9]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[5][22]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[5][4]*SH_LOS[3]*SKK_LOS[5]*SKK_LOS[14] + P[5][5]*SH_LOS[3]*SKK_LOS[4]*SKK_LOS[14] - P[5][6]*SH_LOS[3]*SKK_LOS[3]*SKK_LOS[14]); +// Kfusion[6] = -SK_LOS[0]*(P[6][0]*SKK_LOS[8] + P[6][1]*SKK_LOS[7] - P[6][3]*SKK_LOS[6] + P[6][2]*SKK_LOS[9] - P[6][9]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[6][22]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[6][4]*SH_LOS[3]*SKK_LOS[5]*SKK_LOS[14] + P[6][5]*SH_LOS[3]*SKK_LOS[4]*SKK_LOS[14] - P[6][6]*SH_LOS[3]*SKK_LOS[3]*SKK_LOS[14]); +// Kfusion[7] = -SK_LOS[0]*(P[7][0]*SKK_LOS[8] + P[7][1]*SKK_LOS[7] - P[7][3]*SKK_LOS[6] + P[7][2]*SKK_LOS[9] - P[7][9]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[7][22]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[7][4]*SH_LOS[3]*SKK_LOS[5]*SKK_LOS[14] + P[7][5]*SH_LOS[3]*SKK_LOS[4]*SKK_LOS[14] - P[7][6]*SH_LOS[3]*SKK_LOS[3]*SKK_LOS[14]); +// Kfusion[8] = -SK_LOS[0]*(P[8][0]*SKK_LOS[8] + P[8][1]*SKK_LOS[7] - P[8][3]*SKK_LOS[6] + P[8][2]*SKK_LOS[9] - P[8][9]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[8][22]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[8][4]*SH_LOS[3]*SKK_LOS[5]*SKK_LOS[14] + P[8][5]*SH_LOS[3]*SKK_LOS[4]*SKK_LOS[14] - P[8][6]*SH_LOS[3]*SKK_LOS[3]*SKK_LOS[14]); +// Kfusion[9] = -SK_LOS[0]*(P[9][0]*SKK_LOS[8] + P[9][1]*SKK_LOS[7] - P[9][3]*SKK_LOS[6] + P[9][2]*SKK_LOS[9] - P[9][9]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[9][22]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[9][4]*SH_LOS[3]*SKK_LOS[5]*SKK_LOS[14] + P[9][5]*SH_LOS[3]*SKK_LOS[4]*SKK_LOS[14] - P[9][6]*SH_LOS[3]*SKK_LOS[3]*SKK_LOS[14]); +// Kfusion[10] = -SK_LOS[0]*(P[10][0]*SKK_LOS[8] + P[10][1]*SKK_LOS[7] - P[10][3]*SKK_LOS[6] + P[10][2]*SKK_LOS[9] - P[10][9]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[10][22]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[10][4]*SH_LOS[3]*SKK_LOS[5]*SKK_LOS[14] + P[10][5]*SH_LOS[3]*SKK_LOS[4]*SKK_LOS[14] - P[10][6]*SH_LOS[3]*SKK_LOS[3]*SKK_LOS[14]); +// Kfusion[11] = -SK_LOS[0]*(P[11][0]*SKK_LOS[8] + P[11][1]*SKK_LOS[7] - P[11][3]*SKK_LOS[6] + P[11][2]*SKK_LOS[9] - P[11][9]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[11][22]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[11][4]*SH_LOS[3]*SKK_LOS[5]*SKK_LOS[14] + P[11][5]*SH_LOS[3]*SKK_LOS[4]*SKK_LOS[14] - P[11][6]*SH_LOS[3]*SKK_LOS[3]*SKK_LOS[14]); +// Kfusion[12] = -SK_LOS[0]*(P[12][0]*SKK_LOS[8] + P[12][1]*SKK_LOS[7] - P[12][3]*SKK_LOS[6] + P[12][2]*SKK_LOS[9] - P[12][9]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[12][22]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[12][4]*SH_LOS[3]*SKK_LOS[5]*SKK_LOS[14] + P[12][5]*SH_LOS[3]*SKK_LOS[4]*SKK_LOS[14] - P[12][6]*SH_LOS[3]*SKK_LOS[3]*SKK_LOS[14]); +// Kfusion[13] = 0.0f;//-SK_LOS[0]*(P[13][0]*SKK_LOS[8] + P[13][1]*SKK_LOS[7] - P[13][3]*SKK_LOS[6] + P[13][2]*SKK_LOS[9] - P[13][9]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[13][22]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[13][4]*SH_LOS[3]*SKK_LOS[5]*SKK_LOS[14] + P[13][5]*SH_LOS[3]*SKK_LOS[4]*SKK_LOS[14] - P[13][6]*SH_LOS[3]*SKK_LOS[3]*SKK_LOS[14]); +// Kfusion[14] = -SK_LOS[0]*(P[14][0]*SKK_LOS[8] + P[14][1]*SKK_LOS[7] - P[14][3]*SKK_LOS[6] + P[14][2]*SKK_LOS[9] - P[14][9]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[14][22]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[14][4]*SH_LOS[3]*SKK_LOS[5]*SKK_LOS[14] + P[14][5]*SH_LOS[3]*SKK_LOS[4]*SKK_LOS[14] - P[14][6]*SH_LOS[3]*SKK_LOS[3]*SKK_LOS[14]); +// Kfusion[15] = -SK_LOS[0]*(P[15][0]*SKK_LOS[8] + P[15][1]*SKK_LOS[7] - P[15][3]*SKK_LOS[6] + P[15][2]*SKK_LOS[9] - P[15][9]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[15][22]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[15][4]*SH_LOS[3]*SKK_LOS[5]*SKK_LOS[14] + P[15][5]*SH_LOS[3]*SKK_LOS[4]*SKK_LOS[14] - P[15][6]*SH_LOS[3]*SKK_LOS[3]*SKK_LOS[14]); +// Kfusion[16] = -SK_LOS[0]*(P[16][0]*SKK_LOS[8] + P[16][1]*SKK_LOS[7] - P[16][3]*SKK_LOS[6] + P[16][2]*SKK_LOS[9] - P[16][9]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[16][22]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[16][4]*SH_LOS[3]*SKK_LOS[5]*SKK_LOS[14] + P[16][5]*SH_LOS[3]*SKK_LOS[4]*SKK_LOS[14] - P[16][6]*SH_LOS[3]*SKK_LOS[3]*SKK_LOS[14]); +// Kfusion[17] = -SK_LOS[0]*(P[17][0]*SKK_LOS[8] + P[17][1]*SKK_LOS[7] - P[17][3]*SKK_LOS[6] + P[17][2]*SKK_LOS[9] - P[17][9]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[17][22]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[17][4]*SH_LOS[3]*SKK_LOS[5]*SKK_LOS[14] + P[17][5]*SH_LOS[3]*SKK_LOS[4]*SKK_LOS[14] - P[17][6]*SH_LOS[3]*SKK_LOS[3]*SKK_LOS[14]); +// Kfusion[18] = -SK_LOS[0]*(P[18][0]*SKK_LOS[8] + P[18][1]*SKK_LOS[7] - P[18][3]*SKK_LOS[6] + P[18][2]*SKK_LOS[9] - P[18][9]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[18][22]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[18][4]*SH_LOS[3]*SKK_LOS[5]*SKK_LOS[14] + P[18][5]*SH_LOS[3]*SKK_LOS[4]*SKK_LOS[14] - P[18][6]*SH_LOS[3]*SKK_LOS[3]*SKK_LOS[14]); +// Kfusion[19] = -SK_LOS[0]*(P[19][0]*SKK_LOS[8] + P[19][1]*SKK_LOS[7] - P[19][3]*SKK_LOS[6] + P[19][2]*SKK_LOS[9] - P[19][9]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[19][22]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[19][4]*SH_LOS[3]*SKK_LOS[5]*SKK_LOS[14] + P[19][5]*SH_LOS[3]*SKK_LOS[4]*SKK_LOS[14] - P[19][6]*SH_LOS[3]*SKK_LOS[3]*SKK_LOS[14]); +// Kfusion[20] = -SK_LOS[0]*(P[20][0]*SKK_LOS[8] + P[20][1]*SKK_LOS[7] - P[20][3]*SKK_LOS[6] + P[20][2]*SKK_LOS[9] - P[20][9]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[20][22]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[20][4]*SH_LOS[3]*SKK_LOS[5]*SKK_LOS[14] + P[20][5]*SH_LOS[3]*SKK_LOS[4]*SKK_LOS[14] - P[20][6]*SH_LOS[3]*SKK_LOS[3]*SKK_LOS[14]); +// Kfusion[21] = -SK_LOS[0]*(P[21][0]*SKK_LOS[8] + P[21][1]*SKK_LOS[7] - P[21][3]*SKK_LOS[6] + P[21][2]*SKK_LOS[9] - P[21][9]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[21][22]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[21][4]*SH_LOS[3]*SKK_LOS[5]*SKK_LOS[14] + P[21][5]*SH_LOS[3]*SKK_LOS[4]*SKK_LOS[14] - P[21][6]*SH_LOS[3]*SKK_LOS[3]*SKK_LOS[14]); +// Kfusion[22] = -SK_LOS[0]*(P[22][0]*SKK_LOS[8] + P[22][1]*SKK_LOS[7] - P[22][3]*SKK_LOS[6] + P[22][2]*SKK_LOS[9] - P[22][9]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[22][22]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[22][4]*SH_LOS[3]*SKK_LOS[5]*SKK_LOS[14] + P[22][5]*SH_LOS[3]*SKK_LOS[4]*SKK_LOS[14] - P[22][6]*SH_LOS[3]*SKK_LOS[3]*SKK_LOS[14]); +// varInnovOptFlow[0] = 1.0f/SK_LOS[0]; +// innovOptFlow[0] = losPred[0] - losData[0]; + +// // set the observation index to 1 to fuse the y component next time round and reset the commence fusion flag +// obsIndex = 1; +// fuseOptFlowData = false; +// } +// else if (obsIndex == 1) // we are now fusing the Y measurement +// { +// // Calculate observation jacobians +// for (uint8_t i = 0; i < n_states; i++) H_LOS[i] = 0; +// H_LOS[0] = SH_LOS[1]*SH_LOS[3]*(2*a1*q1 - 2*q0 + 2*a2*q2) + SH_LOS[0]*SH_LOS[3]*(vd*SH_LOS[6] - ve*SH_LOS[11] + vn*SH_LOS[5]); +// H_LOS[1] = SH_LOS[1]*SH_LOS[3]*(2*q1 + 2*a1*q0 - 2*a2*q3) - SH_LOS[0]*SH_LOS[3]*(vd*SH_LOS[11] + ve*SH_LOS[6] + vn*SH_LOS[4]); +// H_LOS[2] = SH_LOS[1]*SH_LOS[3]*(2*q2 + 2*a2*q0 + 2*a1*q3) - SH_LOS[0]*SH_LOS[3]*(vd*SH_LOS[5] + ve*SH_LOS[4] - vn*SH_LOS[6]); +// H_LOS[3] = SH_LOS[0]*SH_LOS[3]*(ve*SH_LOS[5] - vd*SH_LOS[4] + vn*SH_LOS[11]) - SH_LOS[1]*SH_LOS[3]*(2*q3 - 2*a1*q2 + 2*a2*q1); +// H_LOS[4] = SH_LOS[0]*SH_LOS[3]*(a2*(2*q0*q2 + 2*q1*q3) + a3*(2*q0*q3 - 2*q1*q2) - sq(q0) - sq(q1) + sq(q2) + sq(q3)); +// H_LOS[5] = -SH_LOS[0]*SH_LOS[3]*(a3*(sq(q0) - sq(q1) + sq(q2) - sq(q3)) + 2*q0*q3 + 2*q1*q2 + a2*(2*q0*q1 - 2*q2*q3)); +// H_LOS[6] = SH_LOS[0]*SH_LOS[3]*(a2*(sq(q0) - sq(q1) - sq(q2) + sq(q3)) + 2*q0*q2 - 2*q1*q3 - a3*(2*q0*q1 + 2*q2*q3)); +// H_LOS[9] = -SH_LOS[0]*SH_LOS[1]*SH_LOS[7]; +// H_LOS[22] = SH_LOS[0]*SH_LOS[1]*SH_LOS[7]; + +// // Calculate Kalman gains +// SK_LOS[1] = 1/(R_LOS + SKK_LOS[12]*(P[0][2]*SKK_LOS[10] + P[1][2]*SKK_LOS[11] + P[2][2]*SKK_LOS[12] - P[3][2]*SKK_LOS[13] - P[9][2]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[22][2]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[4][2]*SH_LOS[3]*SKK_LOS[2]*SKK_LOS[14] - P[5][2]*SH_LOS[3]*SKK_LOS[1]*SKK_LOS[14] + P[6][2]*SH_LOS[3]*SKK_LOS[0]*SKK_LOS[14]) - SKK_LOS[13]*(P[0][3]*SKK_LOS[10] + P[1][3]*SKK_LOS[11] + P[2][3]*SKK_LOS[12] - P[3][3]*SKK_LOS[13] - P[9][3]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[22][3]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[4][3]*SH_LOS[3]*SKK_LOS[2]*SKK_LOS[14] - P[5][3]*SH_LOS[3]*SKK_LOS[1]*SKK_LOS[14] + P[6][3]*SH_LOS[3]*SKK_LOS[0]*SKK_LOS[14]) + SKK_LOS[10]*(P[0][0]*SKK_LOS[10] + P[1][0]*SKK_LOS[11] + P[2][0]*(SH_LOS[1]*SH_LOS[3]*(2*q2 + 2*a2*q0 + 2*a1*q3) - SH_LOS[3]*SKK_LOS[14]*(vd*SH_LOS[5] + ve*SH_LOS[4] - vn*SH_LOS[6])) - P[3][0]*(SH_LOS[1]*SH_LOS[3]*(2*q3 - 2*a1*q2 + 2*a2*q1) - SH_LOS[3]*SKK_LOS[14]*(ve*SH_LOS[5] - vd*SH_LOS[4] + vn*SH_LOS[11])) - P[9][0]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[22][0]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[4][0]*SH_LOS[3]*SKK_LOS[2]*SKK_LOS[14] - P[5][0]*SH_LOS[3]*SKK_LOS[1]*SKK_LOS[14] + P[6][0]*SH_LOS[3]*SKK_LOS[0]*SKK_LOS[14]) + SKK_LOS[11]*(P[0][1]*SKK_LOS[10] + P[1][1]*SKK_LOS[11] + P[2][1]*(SH_LOS[1]*SH_LOS[3]*(2*q2 + 2*a2*q0 + 2*a1*q3) - SH_LOS[3]*SKK_LOS[14]*(vd*SH_LOS[5] + ve*SH_LOS[4] - vn*SH_LOS[6])) - P[3][1]*(SH_LOS[1]*SH_LOS[3]*(2*q3 - 2*a1*q2 + 2*a2*q1) - SH_LOS[3]*SKK_LOS[14]*(ve*SH_LOS[5] - vd*SH_LOS[4] + vn*SH_LOS[11])) - P[9][1]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[22][1]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[4][1]*SH_LOS[3]*SKK_LOS[2]*SKK_LOS[14] - P[5][1]*SH_LOS[3]*SKK_LOS[1]*SKK_LOS[14] + P[6][1]*SH_LOS[3]*SKK_LOS[0]*SKK_LOS[14]) - SH_LOS[1]*SH_LOS[7]*SKK_LOS[14]*(P[0][9]*SKK_LOS[10] + P[1][9]*SKK_LOS[11] + P[2][9]*SKK_LOS[12] - P[3][9]*SKK_LOS[13] - P[9][9]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[22][9]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[4][9]*SH_LOS[3]*SKK_LOS[2]*SKK_LOS[14] - P[5][9]*SH_LOS[3]*SKK_LOS[1]*SKK_LOS[14] + P[6][9]*SH_LOS[3]*SKK_LOS[0]*SKK_LOS[14]) + SH_LOS[1]*SH_LOS[7]*SKK_LOS[14]*(P[0][22]*SKK_LOS[10] + P[1][22]*SKK_LOS[11] + P[2][22]*SKK_LOS[12] - P[3][22]*SKK_LOS[13] - P[9][22]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[22][22]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[4][22]*SH_LOS[3]*SKK_LOS[2]*SKK_LOS[14] - P[5][22]*SH_LOS[3]*SKK_LOS[1]*SKK_LOS[14] + P[6][22]*SH_LOS[3]*SKK_LOS[0]*SKK_LOS[14]) + SH_LOS[3]*SKK_LOS[2]*SKK_LOS[14]*(P[0][4]*SKK_LOS[10] + P[1][4]*SKK_LOS[11] + P[2][4]*SKK_LOS[12] - P[3][4]*SKK_LOS[13] - P[9][4]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[22][4]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[4][4]*SH_LOS[3]*SKK_LOS[2]*SKK_LOS[14] - P[5][4]*SH_LOS[3]*SKK_LOS[1]*SKK_LOS[14] + P[6][4]*SH_LOS[3]*SKK_LOS[0]*SKK_LOS[14]) - SH_LOS[3]*SKK_LOS[1]*SKK_LOS[14]*(P[0][5]*SKK_LOS[10] + P[1][5]*SKK_LOS[11] + P[2][5]*SKK_LOS[12] - P[3][5]*SKK_LOS[13] - P[9][5]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[22][5]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[4][5]*SH_LOS[3]*SKK_LOS[2]*SKK_LOS[14] - P[5][5]*SH_LOS[3]*SKK_LOS[1]*SKK_LOS[14] + P[6][5]*SH_LOS[3]*SKK_LOS[0]*SKK_LOS[14]) + SH_LOS[3]*SKK_LOS[0]*SKK_LOS[14]*(P[0][6]*SKK_LOS[10] + P[1][6]*SKK_LOS[11] + P[2][6]*SKK_LOS[12] - P[3][6]*SKK_LOS[13] - P[9][6]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[22][6]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[4][6]*SH_LOS[3]*SKK_LOS[2]*SKK_LOS[14] - P[5][6]*SH_LOS[3]*SKK_LOS[1]*SKK_LOS[14] + P[6][6]*SH_LOS[3]*SKK_LOS[0]*SKK_LOS[14])); +// Kfusion[0] = SK_LOS[1]*(P[0][0]*SKK_LOS[10] - P[0][3]*SKK_LOS[13] + P[0][1]*SKK_LOS[11] + P[0][2]*SKK_LOS[12] - P[0][9]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[0][22]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[0][6]*SH_LOS[3]*SKK_LOS[0]*SKK_LOS[14] + P[0][4]*SH_LOS[3]*SKK_LOS[2]*SKK_LOS[14] - P[0][5]*SH_LOS[3]*SKK_LOS[1]*SKK_LOS[14]); +// Kfusion[1] = SK_LOS[1]*(P[1][0]*SKK_LOS[10] - P[1][3]*SKK_LOS[13] + P[1][1]*SKK_LOS[11] + P[1][2]*SKK_LOS[12] - P[1][9]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[1][22]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[1][6]*SH_LOS[3]*SKK_LOS[0]*SKK_LOS[14] + P[1][4]*SH_LOS[3]*SKK_LOS[2]*SKK_LOS[14] - P[1][5]*SH_LOS[3]*SKK_LOS[1]*SKK_LOS[14]); +// Kfusion[2] = SK_LOS[1]*(P[2][0]*SKK_LOS[10] - P[2][3]*SKK_LOS[13] + P[2][1]*SKK_LOS[11] + P[2][2]*SKK_LOS[12] - P[2][9]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[2][22]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[2][6]*SH_LOS[3]*SKK_LOS[0]*SKK_LOS[14] + P[2][4]*SH_LOS[3]*SKK_LOS[2]*SKK_LOS[14] - P[2][5]*SH_LOS[3]*SKK_LOS[1]*SKK_LOS[14]); +// Kfusion[3] = SK_LOS[1]*(P[3][0]*SKK_LOS[10] - P[3][3]*SKK_LOS[13] + P[3][1]*SKK_LOS[11] + P[3][2]*SKK_LOS[12] - P[3][9]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[3][22]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[3][6]*SH_LOS[3]*SKK_LOS[0]*SKK_LOS[14] + P[3][4]*SH_LOS[3]*SKK_LOS[2]*SKK_LOS[14] - P[3][5]*SH_LOS[3]*SKK_LOS[1]*SKK_LOS[14]); +// Kfusion[4] = SK_LOS[1]*(P[4][0]*SKK_LOS[10] - P[4][3]*SKK_LOS[13] + P[4][1]*SKK_LOS[11] + P[4][2]*SKK_LOS[12] - P[4][9]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[4][22]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[4][6]*SH_LOS[3]*SKK_LOS[0]*SKK_LOS[14] + P[4][4]*SH_LOS[3]*SKK_LOS[2]*SKK_LOS[14] - P[4][5]*SH_LOS[3]*SKK_LOS[1]*SKK_LOS[14]); +// Kfusion[5] = SK_LOS[1]*(P[5][0]*SKK_LOS[10] - P[5][3]*SKK_LOS[13] + P[5][1]*SKK_LOS[11] + P[5][2]*SKK_LOS[12] - P[5][9]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[5][22]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[5][6]*SH_LOS[3]*SKK_LOS[0]*SKK_LOS[14] + P[5][4]*SH_LOS[3]*SKK_LOS[2]*SKK_LOS[14] - P[5][5]*SH_LOS[3]*SKK_LOS[1]*SKK_LOS[14]); +// Kfusion[6] = SK_LOS[1]*(P[6][0]*SKK_LOS[10] - P[6][3]*SKK_LOS[13] + P[6][1]*SKK_LOS[11] + P[6][2]*SKK_LOS[12] - P[6][9]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[6][22]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[6][6]*SH_LOS[3]*SKK_LOS[0]*SKK_LOS[14] + P[6][4]*SH_LOS[3]*SKK_LOS[2]*SKK_LOS[14] - P[6][5]*SH_LOS[3]*SKK_LOS[1]*SKK_LOS[14]); +// Kfusion[7] = SK_LOS[1]*(P[7][0]*SKK_LOS[10] - P[7][3]*SKK_LOS[13] + P[7][1]*SKK_LOS[11] + P[7][2]*SKK_LOS[12] - P[7][9]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[7][22]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[7][6]*SH_LOS[3]*SKK_LOS[0]*SKK_LOS[14] + P[7][4]*SH_LOS[3]*SKK_LOS[2]*SKK_LOS[14] - P[7][5]*SH_LOS[3]*SKK_LOS[1]*SKK_LOS[14]); +// Kfusion[8] = SK_LOS[1]*(P[8][0]*SKK_LOS[10] - P[8][3]*SKK_LOS[13] + P[8][1]*SKK_LOS[11] + P[8][2]*SKK_LOS[12] - P[8][9]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[8][22]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[8][6]*SH_LOS[3]*SKK_LOS[0]*SKK_LOS[14] + P[8][4]*SH_LOS[3]*SKK_LOS[2]*SKK_LOS[14] - P[8][5]*SH_LOS[3]*SKK_LOS[1]*SKK_LOS[14]); +// Kfusion[9] = SK_LOS[1]*(P[9][0]*SKK_LOS[10] - P[9][3]*SKK_LOS[13] + P[9][1]*SKK_LOS[11] + P[9][2]*SKK_LOS[12] - P[9][9]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[9][22]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[9][6]*SH_LOS[3]*SKK_LOS[0]*SKK_LOS[14] + P[9][4]*SH_LOS[3]*SKK_LOS[2]*SKK_LOS[14] - P[9][5]*SH_LOS[3]*SKK_LOS[1]*SKK_LOS[14]); +// Kfusion[10] = SK_LOS[1]*(P[10][0]*SKK_LOS[10] - P[10][3]*SKK_LOS[13] + P[10][1]*SKK_LOS[11] + P[10][2]*SKK_LOS[12] - P[10][9]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[10][22]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[10][6]*SH_LOS[3]*SKK_LOS[0]*SKK_LOS[14] + P[10][4]*SH_LOS[3]*SKK_LOS[2]*SKK_LOS[14] - P[10][5]*SH_LOS[3]*SKK_LOS[1]*SKK_LOS[14]); +// Kfusion[11] = SK_LOS[1]*(P[11][0]*SKK_LOS[10] - P[11][3]*SKK_LOS[13] + P[11][1]*SKK_LOS[11] + P[11][2]*SKK_LOS[12] - P[11][9]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[11][22]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[11][6]*SH_LOS[3]*SKK_LOS[0]*SKK_LOS[14] + P[11][4]*SH_LOS[3]*SKK_LOS[2]*SKK_LOS[14] - P[11][5]*SH_LOS[3]*SKK_LOS[1]*SKK_LOS[14]); +// Kfusion[12] = SK_LOS[1]*(P[12][0]*SKK_LOS[10] - P[12][3]*SKK_LOS[13] + P[12][1]*SKK_LOS[11] + P[12][2]*SKK_LOS[12] - P[12][9]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[12][22]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[12][6]*SH_LOS[3]*SKK_LOS[0]*SKK_LOS[14] + P[12][4]*SH_LOS[3]*SKK_LOS[2]*SKK_LOS[14] - P[12][5]*SH_LOS[3]*SKK_LOS[1]*SKK_LOS[14]); +// Kfusion[13] = 0.0f;//SK_LOS[1]*(P[13][0]*SKK_LOS[10] - P[13][3]*SKK_LOS[13] + P[13][1]*SKK_LOS[11] + P[13][2]*SKK_LOS[12] - P[13][9]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[13][22]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[13][6]*SH_LOS[3]*SKK_LOS[0]*SKK_LOS[14] + P[13][4]*SH_LOS[3]*SKK_LOS[2]*SKK_LOS[14] - P[13][5]*SH_LOS[3]*SKK_LOS[1]*SKK_LOS[14]); +// Kfusion[14] = SK_LOS[1]*(P[14][0]*SKK_LOS[10] - P[14][3]*SKK_LOS[13] + P[14][1]*SKK_LOS[11] + P[14][2]*SKK_LOS[12] - P[14][9]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[14][22]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[14][6]*SH_LOS[3]*SKK_LOS[0]*SKK_LOS[14] + P[14][4]*SH_LOS[3]*SKK_LOS[2]*SKK_LOS[14] - P[14][5]*SH_LOS[3]*SKK_LOS[1]*SKK_LOS[14]); +// Kfusion[15] = SK_LOS[1]*(P[15][0]*SKK_LOS[10] - P[15][3]*SKK_LOS[13] + P[15][1]*SKK_LOS[11] + P[15][2]*SKK_LOS[12] - P[15][9]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[15][22]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[15][6]*SH_LOS[3]*SKK_LOS[0]*SKK_LOS[14] + P[15][4]*SH_LOS[3]*SKK_LOS[2]*SKK_LOS[14] - P[15][5]*SH_LOS[3]*SKK_LOS[1]*SKK_LOS[14]); +// Kfusion[16] = SK_LOS[1]*(P[16][0]*SKK_LOS[10] - P[16][3]*SKK_LOS[13] + P[16][1]*SKK_LOS[11] + P[16][2]*SKK_LOS[12] - P[16][9]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[16][22]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[16][6]*SH_LOS[3]*SKK_LOS[0]*SKK_LOS[14] + P[16][4]*SH_LOS[3]*SKK_LOS[2]*SKK_LOS[14] - P[16][5]*SH_LOS[3]*SKK_LOS[1]*SKK_LOS[14]); +// Kfusion[17] = SK_LOS[1]*(P[17][0]*SKK_LOS[10] - P[17][3]*SKK_LOS[13] + P[17][1]*SKK_LOS[11] + P[17][2]*SKK_LOS[12] - P[17][9]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[17][22]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[17][6]*SH_LOS[3]*SKK_LOS[0]*SKK_LOS[14] + P[17][4]*SH_LOS[3]*SKK_LOS[2]*SKK_LOS[14] - P[17][5]*SH_LOS[3]*SKK_LOS[1]*SKK_LOS[14]); +// Kfusion[18] = SK_LOS[1]*(P[18][0]*SKK_LOS[10] - P[18][3]*SKK_LOS[13] + P[18][1]*SKK_LOS[11] + P[18][2]*SKK_LOS[12] - P[18][9]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[18][22]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[18][6]*SH_LOS[3]*SKK_LOS[0]*SKK_LOS[14] + P[18][4]*SH_LOS[3]*SKK_LOS[2]*SKK_LOS[14] - P[18][5]*SH_LOS[3]*SKK_LOS[1]*SKK_LOS[14]); +// Kfusion[19] = SK_LOS[1]*(P[19][0]*SKK_LOS[10] - P[19][3]*SKK_LOS[13] + P[19][1]*SKK_LOS[11] + P[19][2]*SKK_LOS[12] - P[19][9]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[19][22]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[19][6]*SH_LOS[3]*SKK_LOS[0]*SKK_LOS[14] + P[19][4]*SH_LOS[3]*SKK_LOS[2]*SKK_LOS[14] - P[19][5]*SH_LOS[3]*SKK_LOS[1]*SKK_LOS[14]); +// Kfusion[20] = SK_LOS[1]*(P[20][0]*SKK_LOS[10] - P[20][3]*SKK_LOS[13] + P[20][1]*SKK_LOS[11] + P[20][2]*SKK_LOS[12] - P[20][9]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[20][22]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[20][6]*SH_LOS[3]*SKK_LOS[0]*SKK_LOS[14] + P[20][4]*SH_LOS[3]*SKK_LOS[2]*SKK_LOS[14] - P[20][5]*SH_LOS[3]*SKK_LOS[1]*SKK_LOS[14]); +// Kfusion[21] = SK_LOS[1]*(P[21][0]*SKK_LOS[10] - P[21][3]*SKK_LOS[13] + P[21][1]*SKK_LOS[11] + P[21][2]*SKK_LOS[12] - P[21][9]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[21][22]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[21][6]*SH_LOS[3]*SKK_LOS[0]*SKK_LOS[14] + P[21][4]*SH_LOS[3]*SKK_LOS[2]*SKK_LOS[14] - P[21][5]*SH_LOS[3]*SKK_LOS[1]*SKK_LOS[14]); +// Kfusion[22] = SK_LOS[1]*(P[22][0]*SKK_LOS[10] - P[22][3]*SKK_LOS[13] + P[22][1]*SKK_LOS[11] + P[22][2]*SKK_LOS[12] - P[22][9]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[22][22]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[22][6]*SH_LOS[3]*SKK_LOS[0]*SKK_LOS[14] + P[22][4]*SH_LOS[3]*SKK_LOS[2]*SKK_LOS[14] - P[22][5]*SH_LOS[3]*SKK_LOS[1]*SKK_LOS[14]); +// varInnovOptFlow[1] = 1.0f/SK_LOS[1]; +// innovOptFlow[1] = losPred[1] - losData[1]; + +// // reset the observation index +// obsIndex = 0; +// fuseOptFlowData = false; +// } + +// // Check the innovation for consistency and don't fuse if > 3Sigma +// if ((innovOptFlow[obsIndex]*innovOptFlow[obsIndex]/varInnovOptFlow[obsIndex]) < 9.0f) +// { +// // correct the state vector +// for (uint8_t j = 0; j < n_states; j++) +// { +// states[j] = states[j] - Kfusion[j] * innovOptFlow[obsIndex]; +// } +// // normalise the quaternion states +// float quatMag = sqrt(states[0]*states[0] + states[1]*states[1] + states[2]*states[2] + states[3]*states[3]); +// if (quatMag > 1e-12f) +// { +// for (uint8_t j= 0; j<=3; j++) +// { +// float quatMagInv = 1.0f/quatMag; +// states[j] = states[j] * quatMagInv; +// } +// } +// // correct the covariance P = (I - K*H)*P +// // take advantage of the empty columns in KH to reduce the +// // number of operations +// for (uint8_t i = 0; i < n_states; i++) +// { +// for (uint8_t j = 0; j <= 6; j++) +// { +// KH[i][j] = Kfusion[i] * H_LOS[j]; +// } +// for (uint8_t j = 7; j <= 8; j++) +// { +// KH[i][j] = 0.0f; +// } +// KH[i][9] = Kfusion[i] * H_LOS[9]; +// for (uint8_t j = 10; j <= 21; j++) +// { +// KH[i][j] = 0.0f; +// } +// KH[i][22] = Kfusion[i] * H_LOS[22]; +// } +// for (uint8_t i = 0; i < n_states; i++) +// { +// for (uint8_t j = 0; j < n_states; j++) +// { +// KHP[i][j] = 0.0f; +// for (uint8_t k = 0; k <= 6; k++) +// { +// KHP[i][j] = KHP[i][j] + KH[i][k] * P[k][j]; +// } +// KHP[i][j] = KHP[i][j] + KH[i][9] * P[9][j]; +// KHP[i][j] = KHP[i][j] + KH[i][22] * P[2][j]; +// } +// } +// } +// for (uint8_t i = 0; i < n_states; i++) +// { +// for (uint8_t j = 0; j < n_states; j++) +// { +// P[i][j] = P[i][j] - KHP[i][j]; +// } +// } +// ForceSymmetry(); +// ConstrainVariances(); +// } +} -// Perform sequential fusion of optical flow measurements only when in the air and tilt is less than 30 deg. - if (useOpticalFlow && (fuseOptFlowData || obsIndex == 1) && !onGround && Tbs.z.z > 0.866f && rngMea > 5.0f && rngMea < 39.0f) - { - // Sequential fusion of XY components to spread processing load across - // two prediction time steps. +/* +Estimation of optical flow sensor focal length scale factor and terrain height using a two state EKF +This fiter requires optical flow rates that are not motion compensated +Range to ground measurement is assumed to be via a narrow beam type sensor - eg laser +*/ +void AttPosEKF::GroundEKF() +{ + // propagate ground position state noise each time this is called using the difference in position since the last observations and an RMS gradient assumption + // limit distance to prevent intialisation afer bad gps causing bad numerical conditioning + if (!inhibitGndState) { + float distanceTravelledSq; + distanceTravelledSq = sq(statesAtRngTime[7] - prevPosN) + sq(statesAtRngTime[8] - prevPosE); + prevPosN = statesAtRngTime[7]; + prevPosE = statesAtRngTime[8]; + distanceTravelledSq = min(distanceTravelledSq, 100.0f); + Popt[1][1] += (distanceTravelledSq * sq(gndHgtSigma)); + } + // we aren't using optical flow measurements in this hacked implementation so set the covariances for this state to zero to avoid numerical problems + Popt[0][0] = 0.0f; + Popt[0][1] = 0.0f; + Popt[1][0] = 0.0f; + + // Fuse range finder data + // Need to check that our range finder tilt angle is less than 30 degrees + float cosRngTilt = - Tbn.z.x * sinf(rngFinderPitch) + Tbn.z.z * cosf(rngFinderPitch); + if (useRangeFinder && fuseRngData && cosRngTilt > 0.87f) { + float range; // range from camera to centre of image + float q0; // quaternion at optical flow measurement time + float q1; // quaternion at optical flow measurement time + float q2; // quaternion at optical flow measurement time + float q3; // quaternion at optical flow measurement time + float R_RNG = 0.5; // range measurement variance (m^2) TODO make this a function of range and tilt to allow for sensor, alignment and AHRS errors + + // Copy required states to local variable names + q0 = statesAtRngTime[0]; + q1 = statesAtRngTime[1]; + q2 = statesAtRngTime[2]; + q3 = statesAtRngTime[3]; + + // calculate Kalman gains + float SK_RNG[3]; + SK_RNG[0] = sq(q0) - sq(q1) - sq(q2) + sq(q3); + SK_RNG[1] = 1/(R_RNG + Popt[1][1]/sq(SK_RNG[0])); + SK_RNG[2] = 1/SK_RNG[0]; + float K_RNG[2]; + if (!inhibitScaleState) { + K_RNG[0] = Popt[0][1]*SK_RNG[1]*SK_RNG[2]; + } else { + K_RNG[0] = 0.0f; + } + if (!inhibitGndState) { + K_RNG[1] = Popt[1][1]*SK_RNG[1]*SK_RNG[2]; + } else { + K_RNG[1] = 0.0f; + } - // Calculate observation jacobians and Kalman gains - if (fuseOptFlowData) - { - // Copy required states to local variable names - q0 = statesAtOptFlowTime[0]; - q1 = statesAtOptFlowTime[1]; - q2 = statesAtOptFlowTime[2]; - q3 = statesAtOptFlowTime[3]; - vn = statesAtOptFlowTime[4]; - ve = statesAtOptFlowTime[5]; - vd = statesAtOptFlowTime[6]; - pd = statesAtOptFlowTime[9]; - ptd = statesAtOptFlowTime[22]; - velNED_local.x = vn; - velNED_local.y = ve; - velNED_local.z = vd; - - // calculate rotation from NED to body axes - float q00 = sq(q0); - float q11 = sq(q1); - float q22 = sq(q2); - float q33 = sq(q3); - float q01 = q0 * q1; - float q02 = q0 * q2; - float q03 = q0 * q3; - float q12 = q1 * q2; - float q13 = q1 * q3; - float q23 = q2 * q3; - Tnb_local.x.x = q00 + q11 - q22 - q33; - Tnb_local.y.y = q00 - q11 + q22 - q33; - Tnb_local.z.z = q00 - q11 - q22 + q33; - Tnb_local.y.x = 2*(q12 - q03); - Tnb_local.z.x = 2*(q13 + q02); - Tnb_local.x.y = 2*(q12 + q03); - Tnb_local.z.y = 2*(q23 - q01); - Tnb_local.x.z = 2*(q13 - q02); - Tnb_local.y.z = 2*(q23 + q01); - - // calculate transformation from NED to sensor axes - Tns = Tbs*Tnb_local; - - // calculate range from ground plain to centre of sensor fov assuming flat earth - float range = ConstrainFloat(((ptd - pd)/Tns.z.z),0.5f,100.0f); - - // calculate relative velocity in sensor frame - relVelSensor = Tns*velNED_local; - - // divide velocity by range and include angular rate effects to get predicted angular LOS rates relative to X and Y axes - losPred[0] = relVelSensor.y/range; - losPred[1] = -relVelSensor.x/range; - - //printf("relVelSensor.x=%5.1f, relVelSensor.y=%5.1f\n", relVelSensor.x, relVelSensor.y); - //printf("Xpred=%5.2f, Xmea=%5.2f, Ypred=%5.2f, Ymea=%5.2f, delAng.x=%4.4f, delAng.y=%4.4f\n", losPred[0], losData[0], losPred[1], losData[1], delAng.x, delAng.y); - //printf("omegaX=%5.2f, omegaY=%5.2f, velY=%5.1f velX=%5.1f\n, range=%5.1f\n", delAngRel.x/dt, delAngRel.y/dt, relVelSensor.y, relVelSensor.x, range); + // Calculate the innovation variance for data logging + varInnovRng = 1.0f/SK_RNG[1]; - // Calculate observation jacobians - SH_LOS[0] = a1*(2*q0*q1 + 2*q2*q3) + a2*(2*q0*q2 - 2*q1*q3) - sq(q0) + sq(q1) + sq(q2) - sq(q3); - SH_LOS[1] = vd*(a2*(sq(q0) - sq(q1) - sq(q2) + sq(q3)) + 2*q0*q2 - 2*q1*q3 - a3*(2*q0*q1 + 2*q2*q3)) - ve*(a3*(sq(q0) - sq(q1) + sq(q2) - sq(q3)) + 2*q0*q3 + 2*q1*q2 + a2*(2*q0*q1 - 2*q2*q3)) + vn*(a2*(2*q0*q2 + 2*q1*q3) + a3*(2*q0*q3 - 2*q1*q2) - sq(q0) - sq(q1) + sq(q2) + sq(q3)); - SH_LOS[2] = ve*(a1*(2*q0*q1 - 2*q2*q3) + a3*(2*q0*q3 + 2*q1*q2) - sq(q0) + sq(q1) - sq(q2) + sq(q3)) - vd*(a1*(sq(q0) - sq(q1) - sq(q2) + sq(q3)) + 2*q0*q1 + 2*q2*q3 + a3*(2*q0*q2 - 2*q1*q3)) + vn*(a3*(sq(q0) + sq(q1) - sq(q2) - sq(q3)) + 2*q0*q3 - 2*q1*q2 - a1*(2*q0*q2 + 2*q1*q3)); - SH_LOS[3] = 1/(pd - ptd); - SH_LOS[4] = 2*q1 - 2*a2*q3 + 2*a3*q2; - SH_LOS[5] = 2*a2*q2 - 2*q0 + 2*a3*q3; - SH_LOS[6] = 2*q2 + 2*a2*q0 - 2*a3*q1; - SH_LOS[7] = 1/sq(pd - ptd); - SH_LOS[8] = 2*q2 + 2*a1*q3 - 2*a3*q1; - SH_LOS[9] = 2*q3 - 2*a1*q2 + 2*a3*q0; - SH_LOS[10] = 2*a1*q1 - 2*q0 + 2*a3*q3; - SH_LOS[11] = 2*q3 + 2*a2*q1 + 2*a3*q0; - SH_LOS[12] = 2*q1 + 2*a1*q0 + 2*a3*q2; - - for (uint8_t i = 0; i < n_states; i++) H_LOS[i] = 0; - H_LOS[0] = - SH_LOS[2]*SH_LOS[3]*(2*a1*q1 - 2*q0 + 2*a2*q2) - SH_LOS[0]*SH_LOS[3]*(ve*SH_LOS[10] - vd*SH_LOS[12] + vn*SH_LOS[9]); - H_LOS[1] = - SH_LOS[2]*SH_LOS[3]*(2*q1 + 2*a1*q0 - 2*a2*q3) - SH_LOS[0]*SH_LOS[3]*(vd*SH_LOS[10] + ve*SH_LOS[12] - vn*SH_LOS[8]); - H_LOS[2] = SH_LOS[0]*SH_LOS[3]*(vd*SH_LOS[9] + ve*SH_LOS[8] + vn*SH_LOS[12]) - SH_LOS[2]*SH_LOS[3]*(2*q2 + 2*a2*q0 + 2*a1*q3); - H_LOS[3] = SH_LOS[2]*SH_LOS[3]*(2*q3 - 2*a1*q2 + 2*a2*q1) + SH_LOS[0]*SH_LOS[3]*(vd*SH_LOS[8] - ve*SH_LOS[9] + vn*SH_LOS[10]); - H_LOS[4] = -SH_LOS[0]*SH_LOS[3]*(a3*(sq(q0) + sq(q1) - sq(q2) - sq(q3)) + 2*q0*q3 - 2*q1*q2 - a1*(2*q0*q2 + 2*q1*q3)); - H_LOS[5] = -SH_LOS[0]*SH_LOS[3]*(a1*(2*q0*q1 - 2*q2*q3) + a3*(2*q0*q3 + 2*q1*q2) - sq(q0) + sq(q1) - sq(q2) + sq(q3)); - H_LOS[6] = SH_LOS[0]*SH_LOS[3]*(a1*(sq(q0) - sq(q1) - sq(q2) + sq(q3)) + 2*q0*q1 + 2*q2*q3 + a3*(2*q0*q2 - 2*q1*q3)); - H_LOS[9] = SH_LOS[0]*SH_LOS[2]*SH_LOS[7]; - H_LOS[22] = -SH_LOS[0]*SH_LOS[2]*SH_LOS[7]; + // constrain terrain height to be below the vehicle + flowStates[1] = maxf(flowStates[1], statesAtRngTime[9] + minFlowRng); - // Calculate Kalman gain - SKK_LOS[0] = a2*(sq(q0) - sq(q1) - sq(q2) + sq(q3)) + 2*q0*q2 - 2*q1*q3 - a3*(2*q0*q1 + 2*q2*q3); - SKK_LOS[1] = a3*(sq(q0) - sq(q1) + sq(q2) - sq(q3)) + 2*q0*q3 + 2*q1*q2 + a2*(2*q0*q1 - 2*q2*q3); - SKK_LOS[2] = a2*(2*q0*q2 + 2*q1*q3) + a3*(2*q0*q3 - 2*q1*q2) - sq(q0) - sq(q1) + sq(q2) + sq(q3); - SKK_LOS[3] = a1*(sq(q0) - sq(q1) - sq(q2) + sq(q3)) + 2*q0*q1 + 2*q2*q3 + a3*(2*q0*q2 - 2*q1*q3); - SKK_LOS[4] = a1*(2*q0*q1 - 2*q2*q3) + a3*(2*q0*q3 + 2*q1*q2) - sq(q0) + sq(q1) - sq(q2) + sq(q3); - SKK_LOS[5] = a3*(sq(q0) + sq(q1) - sq(q2) - sq(q3)) + 2*q0*q3 - 2*q1*q2 - a1*(2*q0*q2 + 2*q1*q3); - SKK_LOS[6] = SH_LOS[2]*SH_LOS[3]*(2*q3 - 2*a1*q2 + 2*a2*q1) + SH_LOS[0]*SH_LOS[3]*(vd*SH_LOS[8] - ve*SH_LOS[9] + vn*SH_LOS[10]); - SKK_LOS[7] = SH_LOS[2]*SH_LOS[3]*(2*q1 + 2*a1*q0 - 2*a2*q3) + SH_LOS[0]*SH_LOS[3]*(vd*SH_LOS[10] + ve*SH_LOS[12] - vn*SH_LOS[8]); - SKK_LOS[8] = SH_LOS[2]*SH_LOS[3]*(2*a1*q1 - 2*q0 + 2*a2*q2) + SH_LOS[0]*SH_LOS[3]*(ve*SH_LOS[10] - vd*SH_LOS[12] + vn*SH_LOS[9]); - SKK_LOS[9] = SH_LOS[2]*SH_LOS[3]*(2*q2 + 2*a2*q0 + 2*a1*q3) - SH_LOS[0]*SH_LOS[3]*(vd*SH_LOS[9] + ve*SH_LOS[8] + vn*SH_LOS[12]); - SKK_LOS[10] = SH_LOS[1]*SH_LOS[3]*(2*a1*q1 - 2*q0 + 2*a2*q2) + SH_LOS[0]*SH_LOS[3]*(vd*SH_LOS[6] - ve*SH_LOS[11] + vn*SH_LOS[5]); - SKK_LOS[11] = SH_LOS[1]*SH_LOS[3]*(2*q1 + 2*a1*q0 - 2*a2*q3) - SH_LOS[0]*SH_LOS[3]*(vd*SH_LOS[11] + ve*SH_LOS[6] + vn*SH_LOS[4]); - SKK_LOS[12] = SH_LOS[1]*SH_LOS[3]*(2*q2 + 2*a2*q0 + 2*a1*q3) - SH_LOS[0]*SH_LOS[3]*(vd*SH_LOS[5] + ve*SH_LOS[4] - vn*SH_LOS[6]); - SKK_LOS[13] = SH_LOS[1]*SH_LOS[3]*(2*q3 - 2*a1*q2 + 2*a2*q1) - SH_LOS[0]*SH_LOS[3]*(ve*SH_LOS[5] - vd*SH_LOS[4] + vn*SH_LOS[11]); - SKK_LOS[14] = SH_LOS[0]; - - SK_LOS[0] = 1/(R_LOS + SKK_LOS[8]*(P[0][0]*SKK_LOS[8] + P[1][0]*SKK_LOS[7] + P[2][0]*SKK_LOS[9] - P[3][0]*SKK_LOS[6] - P[9][0]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[22][0]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[4][0]*SH_LOS[3]*SKK_LOS[5]*SKK_LOS[14] + P[5][0]*SH_LOS[3]*SKK_LOS[4]*SKK_LOS[14] - P[6][0]*SH_LOS[3]*SKK_LOS[3]*SKK_LOS[14]) + SKK_LOS[7]*(P[0][1]*SKK_LOS[8] + P[1][1]*SKK_LOS[7] + P[2][1]*SKK_LOS[9] - P[3][1]*SKK_LOS[6] - P[9][1]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[22][1]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[4][1]*SH_LOS[3]*SKK_LOS[5]*SKK_LOS[14] + P[5][1]*SH_LOS[3]*SKK_LOS[4]*SKK_LOS[14] - P[6][1]*SH_LOS[3]*SKK_LOS[3]*SKK_LOS[14]) + SKK_LOS[9]*(P[0][2]*SKK_LOS[8] + P[1][2]*SKK_LOS[7] + P[2][2]*SKK_LOS[9] - P[3][2]*SKK_LOS[6] - P[9][2]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[22][2]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[4][2]*SH_LOS[3]*SKK_LOS[5]*SKK_LOS[14] + P[5][2]*SH_LOS[3]*SKK_LOS[4]*SKK_LOS[14] - P[6][2]*SH_LOS[3]*SKK_LOS[3]*SKK_LOS[14]) - SKK_LOS[6]*(P[0][3]*SKK_LOS[8] + P[1][3]*SKK_LOS[7] + P[2][3]*SKK_LOS[9] - P[3][3]*SKK_LOS[6] - P[9][3]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[22][3]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[4][3]*SH_LOS[3]*SKK_LOS[5]*SKK_LOS[14] + P[5][3]*SH_LOS[3]*SKK_LOS[4]*SKK_LOS[14] - P[6][3]*SH_LOS[3]*SKK_LOS[3]*SKK_LOS[14]) - SH_LOS[2]*SH_LOS[7]*SKK_LOS[14]*(P[0][9]*SKK_LOS[8] + P[1][9]*SKK_LOS[7] + P[2][9]*SKK_LOS[9] - P[3][9]*SKK_LOS[6] - P[9][9]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[22][9]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[4][9]*SH_LOS[3]*SKK_LOS[5]*SKK_LOS[14] + P[5][9]*SH_LOS[3]*SKK_LOS[4]*SKK_LOS[14] - P[6][9]*SH_LOS[3]*SKK_LOS[3]*SKK_LOS[14]) + SH_LOS[2]*SH_LOS[7]*SKK_LOS[14]*(P[0][22]*SKK_LOS[8] + P[1][22]*SKK_LOS[7] + P[2][22]*SKK_LOS[9] - P[3][22]*SKK_LOS[6] - P[9][22]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[22][22]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[4][22]*SH_LOS[3]*SKK_LOS[5]*SKK_LOS[14] + P[5][22]*SH_LOS[3]*SKK_LOS[4]*SKK_LOS[14] - P[6][22]*SH_LOS[3]*SKK_LOS[3]*SKK_LOS[14]) + SH_LOS[3]*SKK_LOS[5]*SKK_LOS[14]*(P[0][4]*SKK_LOS[8] + P[1][4]*SKK_LOS[7] + P[2][4]*SKK_LOS[9] - P[3][4]*SKK_LOS[6] - P[9][4]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[22][4]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[4][4]*SH_LOS[3]*SKK_LOS[5]*SKK_LOS[14] + P[5][4]*SH_LOS[3]*SKK_LOS[4]*SKK_LOS[14] - P[6][4]*SH_LOS[3]*SKK_LOS[3]*SKK_LOS[14]) + SH_LOS[3]*SKK_LOS[4]*SKK_LOS[14]*(P[0][5]*SKK_LOS[8] + P[1][5]*SKK_LOS[7] + P[2][5]*SKK_LOS[9] - P[3][5]*SKK_LOS[6] - P[9][5]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[22][5]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[4][5]*SH_LOS[3]*SKK_LOS[5]*SKK_LOS[14] + P[5][5]*SH_LOS[3]*SKK_LOS[4]*SKK_LOS[14] - P[6][5]*SH_LOS[3]*SKK_LOS[3]*SKK_LOS[14]) - SH_LOS[3]*SKK_LOS[3]*SKK_LOS[14]*(P[0][6]*SKK_LOS[8] + P[1][6]*SKK_LOS[7] + P[2][6]*SKK_LOS[9] - P[3][6]*SKK_LOS[6] - P[9][6]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[22][6]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[4][6]*SH_LOS[3]*SKK_LOS[5]*SKK_LOS[14] + P[5][6]*SH_LOS[3]*SKK_LOS[4]*SKK_LOS[14] - P[6][6]*SH_LOS[3]*SKK_LOS[3]*SKK_LOS[14])); - Kfusion[0] = -SK_LOS[0]*(P[0][0]*SKK_LOS[8] + P[0][1]*SKK_LOS[7] - P[0][3]*SKK_LOS[6] + P[0][2]*SKK_LOS[9] - P[0][9]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[0][22]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[0][4]*SH_LOS[3]*SKK_LOS[5]*SKK_LOS[14] + P[0][5]*SH_LOS[3]*SKK_LOS[4]*SKK_LOS[14] - P[0][6]*SH_LOS[3]*SKK_LOS[3]*SKK_LOS[14]); - Kfusion[1] = -SK_LOS[0]*(P[1][0]*SKK_LOS[8] + P[1][1]*SKK_LOS[7] - P[1][3]*SKK_LOS[6] + P[1][2]*SKK_LOS[9] - P[1][9]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[1][22]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[1][4]*SH_LOS[3]*SKK_LOS[5]*SKK_LOS[14] + P[1][5]*SH_LOS[3]*SKK_LOS[4]*SKK_LOS[14] - P[1][6]*SH_LOS[3]*SKK_LOS[3]*SKK_LOS[14]); - Kfusion[2] = -SK_LOS[0]*(P[2][0]*SKK_LOS[8] + P[2][1]*SKK_LOS[7] - P[2][3]*SKK_LOS[6] + P[2][2]*SKK_LOS[9] - P[2][9]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[2][22]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[2][4]*SH_LOS[3]*SKK_LOS[5]*SKK_LOS[14] + P[2][5]*SH_LOS[3]*SKK_LOS[4]*SKK_LOS[14] - P[2][6]*SH_LOS[3]*SKK_LOS[3]*SKK_LOS[14]); - Kfusion[3] = -SK_LOS[0]*(P[3][0]*SKK_LOS[8] + P[3][1]*SKK_LOS[7] - P[3][3]*SKK_LOS[6] + P[3][2]*SKK_LOS[9] - P[3][9]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[3][22]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[3][4]*SH_LOS[3]*SKK_LOS[5]*SKK_LOS[14] + P[3][5]*SH_LOS[3]*SKK_LOS[4]*SKK_LOS[14] - P[3][6]*SH_LOS[3]*SKK_LOS[3]*SKK_LOS[14]); - Kfusion[4] = -SK_LOS[0]*(P[4][0]*SKK_LOS[8] + P[4][1]*SKK_LOS[7] - P[4][3]*SKK_LOS[6] + P[4][2]*SKK_LOS[9] - P[4][9]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[4][22]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[4][4]*SH_LOS[3]*SKK_LOS[5]*SKK_LOS[14] + P[4][5]*SH_LOS[3]*SKK_LOS[4]*SKK_LOS[14] - P[4][6]*SH_LOS[3]*SKK_LOS[3]*SKK_LOS[14]); - Kfusion[5] = -SK_LOS[0]*(P[5][0]*SKK_LOS[8] + P[5][1]*SKK_LOS[7] - P[5][3]*SKK_LOS[6] + P[5][2]*SKK_LOS[9] - P[5][9]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[5][22]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[5][4]*SH_LOS[3]*SKK_LOS[5]*SKK_LOS[14] + P[5][5]*SH_LOS[3]*SKK_LOS[4]*SKK_LOS[14] - P[5][6]*SH_LOS[3]*SKK_LOS[3]*SKK_LOS[14]); - Kfusion[6] = -SK_LOS[0]*(P[6][0]*SKK_LOS[8] + P[6][1]*SKK_LOS[7] - P[6][3]*SKK_LOS[6] + P[6][2]*SKK_LOS[9] - P[6][9]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[6][22]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[6][4]*SH_LOS[3]*SKK_LOS[5]*SKK_LOS[14] + P[6][5]*SH_LOS[3]*SKK_LOS[4]*SKK_LOS[14] - P[6][6]*SH_LOS[3]*SKK_LOS[3]*SKK_LOS[14]); - Kfusion[7] = -SK_LOS[0]*(P[7][0]*SKK_LOS[8] + P[7][1]*SKK_LOS[7] - P[7][3]*SKK_LOS[6] + P[7][2]*SKK_LOS[9] - P[7][9]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[7][22]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[7][4]*SH_LOS[3]*SKK_LOS[5]*SKK_LOS[14] + P[7][5]*SH_LOS[3]*SKK_LOS[4]*SKK_LOS[14] - P[7][6]*SH_LOS[3]*SKK_LOS[3]*SKK_LOS[14]); - Kfusion[8] = -SK_LOS[0]*(P[8][0]*SKK_LOS[8] + P[8][1]*SKK_LOS[7] - P[8][3]*SKK_LOS[6] + P[8][2]*SKK_LOS[9] - P[8][9]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[8][22]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[8][4]*SH_LOS[3]*SKK_LOS[5]*SKK_LOS[14] + P[8][5]*SH_LOS[3]*SKK_LOS[4]*SKK_LOS[14] - P[8][6]*SH_LOS[3]*SKK_LOS[3]*SKK_LOS[14]); - Kfusion[9] = -SK_LOS[0]*(P[9][0]*SKK_LOS[8] + P[9][1]*SKK_LOS[7] - P[9][3]*SKK_LOS[6] + P[9][2]*SKK_LOS[9] - P[9][9]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[9][22]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[9][4]*SH_LOS[3]*SKK_LOS[5]*SKK_LOS[14] + P[9][5]*SH_LOS[3]*SKK_LOS[4]*SKK_LOS[14] - P[9][6]*SH_LOS[3]*SKK_LOS[3]*SKK_LOS[14]); - Kfusion[10] = -SK_LOS[0]*(P[10][0]*SKK_LOS[8] + P[10][1]*SKK_LOS[7] - P[10][3]*SKK_LOS[6] + P[10][2]*SKK_LOS[9] - P[10][9]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[10][22]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[10][4]*SH_LOS[3]*SKK_LOS[5]*SKK_LOS[14] + P[10][5]*SH_LOS[3]*SKK_LOS[4]*SKK_LOS[14] - P[10][6]*SH_LOS[3]*SKK_LOS[3]*SKK_LOS[14]); - Kfusion[11] = -SK_LOS[0]*(P[11][0]*SKK_LOS[8] + P[11][1]*SKK_LOS[7] - P[11][3]*SKK_LOS[6] + P[11][2]*SKK_LOS[9] - P[11][9]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[11][22]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[11][4]*SH_LOS[3]*SKK_LOS[5]*SKK_LOS[14] + P[11][5]*SH_LOS[3]*SKK_LOS[4]*SKK_LOS[14] - P[11][6]*SH_LOS[3]*SKK_LOS[3]*SKK_LOS[14]); - Kfusion[12] = -SK_LOS[0]*(P[12][0]*SKK_LOS[8] + P[12][1]*SKK_LOS[7] - P[12][3]*SKK_LOS[6] + P[12][2]*SKK_LOS[9] - P[12][9]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[12][22]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[12][4]*SH_LOS[3]*SKK_LOS[5]*SKK_LOS[14] + P[12][5]*SH_LOS[3]*SKK_LOS[4]*SKK_LOS[14] - P[12][6]*SH_LOS[3]*SKK_LOS[3]*SKK_LOS[14]); - Kfusion[13] = 0.0f;//-SK_LOS[0]*(P[13][0]*SKK_LOS[8] + P[13][1]*SKK_LOS[7] - P[13][3]*SKK_LOS[6] + P[13][2]*SKK_LOS[9] - P[13][9]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[13][22]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[13][4]*SH_LOS[3]*SKK_LOS[5]*SKK_LOS[14] + P[13][5]*SH_LOS[3]*SKK_LOS[4]*SKK_LOS[14] - P[13][6]*SH_LOS[3]*SKK_LOS[3]*SKK_LOS[14]); - Kfusion[14] = -SK_LOS[0]*(P[14][0]*SKK_LOS[8] + P[14][1]*SKK_LOS[7] - P[14][3]*SKK_LOS[6] + P[14][2]*SKK_LOS[9] - P[14][9]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[14][22]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[14][4]*SH_LOS[3]*SKK_LOS[5]*SKK_LOS[14] + P[14][5]*SH_LOS[3]*SKK_LOS[4]*SKK_LOS[14] - P[14][6]*SH_LOS[3]*SKK_LOS[3]*SKK_LOS[14]); - Kfusion[15] = -SK_LOS[0]*(P[15][0]*SKK_LOS[8] + P[15][1]*SKK_LOS[7] - P[15][3]*SKK_LOS[6] + P[15][2]*SKK_LOS[9] - P[15][9]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[15][22]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[15][4]*SH_LOS[3]*SKK_LOS[5]*SKK_LOS[14] + P[15][5]*SH_LOS[3]*SKK_LOS[4]*SKK_LOS[14] - P[15][6]*SH_LOS[3]*SKK_LOS[3]*SKK_LOS[14]); - Kfusion[16] = -SK_LOS[0]*(P[16][0]*SKK_LOS[8] + P[16][1]*SKK_LOS[7] - P[16][3]*SKK_LOS[6] + P[16][2]*SKK_LOS[9] - P[16][9]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[16][22]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[16][4]*SH_LOS[3]*SKK_LOS[5]*SKK_LOS[14] + P[16][5]*SH_LOS[3]*SKK_LOS[4]*SKK_LOS[14] - P[16][6]*SH_LOS[3]*SKK_LOS[3]*SKK_LOS[14]); - Kfusion[17] = -SK_LOS[0]*(P[17][0]*SKK_LOS[8] + P[17][1]*SKK_LOS[7] - P[17][3]*SKK_LOS[6] + P[17][2]*SKK_LOS[9] - P[17][9]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[17][22]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[17][4]*SH_LOS[3]*SKK_LOS[5]*SKK_LOS[14] + P[17][5]*SH_LOS[3]*SKK_LOS[4]*SKK_LOS[14] - P[17][6]*SH_LOS[3]*SKK_LOS[3]*SKK_LOS[14]); - Kfusion[18] = -SK_LOS[0]*(P[18][0]*SKK_LOS[8] + P[18][1]*SKK_LOS[7] - P[18][3]*SKK_LOS[6] + P[18][2]*SKK_LOS[9] - P[18][9]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[18][22]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[18][4]*SH_LOS[3]*SKK_LOS[5]*SKK_LOS[14] + P[18][5]*SH_LOS[3]*SKK_LOS[4]*SKK_LOS[14] - P[18][6]*SH_LOS[3]*SKK_LOS[3]*SKK_LOS[14]); - Kfusion[19] = -SK_LOS[0]*(P[19][0]*SKK_LOS[8] + P[19][1]*SKK_LOS[7] - P[19][3]*SKK_LOS[6] + P[19][2]*SKK_LOS[9] - P[19][9]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[19][22]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[19][4]*SH_LOS[3]*SKK_LOS[5]*SKK_LOS[14] + P[19][5]*SH_LOS[3]*SKK_LOS[4]*SKK_LOS[14] - P[19][6]*SH_LOS[3]*SKK_LOS[3]*SKK_LOS[14]); - Kfusion[20] = -SK_LOS[0]*(P[20][0]*SKK_LOS[8] + P[20][1]*SKK_LOS[7] - P[20][3]*SKK_LOS[6] + P[20][2]*SKK_LOS[9] - P[20][9]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[20][22]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[20][4]*SH_LOS[3]*SKK_LOS[5]*SKK_LOS[14] + P[20][5]*SH_LOS[3]*SKK_LOS[4]*SKK_LOS[14] - P[20][6]*SH_LOS[3]*SKK_LOS[3]*SKK_LOS[14]); - Kfusion[21] = -SK_LOS[0]*(P[21][0]*SKK_LOS[8] + P[21][1]*SKK_LOS[7] - P[21][3]*SKK_LOS[6] + P[21][2]*SKK_LOS[9] - P[21][9]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[21][22]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[21][4]*SH_LOS[3]*SKK_LOS[5]*SKK_LOS[14] + P[21][5]*SH_LOS[3]*SKK_LOS[4]*SKK_LOS[14] - P[21][6]*SH_LOS[3]*SKK_LOS[3]*SKK_LOS[14]); - Kfusion[22] = -SK_LOS[0]*(P[22][0]*SKK_LOS[8] + P[22][1]*SKK_LOS[7] - P[22][3]*SKK_LOS[6] + P[22][2]*SKK_LOS[9] - P[22][9]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[22][22]*SH_LOS[2]*SH_LOS[7]*SKK_LOS[14] + P[22][4]*SH_LOS[3]*SKK_LOS[5]*SKK_LOS[14] + P[22][5]*SH_LOS[3]*SKK_LOS[4]*SKK_LOS[14] - P[22][6]*SH_LOS[3]*SKK_LOS[3]*SKK_LOS[14]); - varInnovOptFlow[0] = 1.0f/SK_LOS[0]; - innovOptFlow[0] = losPred[0] - losData[0]; - - // set the observation index to 1 to fuse the y component next time round and reset the commence fusion flag - obsIndex = 1; - fuseOptFlowData = false; - } - else if (obsIndex == 1) // we are now fusing the Y measurement - { - // Calculate observation jacobians - for (uint8_t i = 0; i < n_states; i++) H_LOS[i] = 0; - H_LOS[0] = SH_LOS[1]*SH_LOS[3]*(2*a1*q1 - 2*q0 + 2*a2*q2) + SH_LOS[0]*SH_LOS[3]*(vd*SH_LOS[6] - ve*SH_LOS[11] + vn*SH_LOS[5]); - H_LOS[1] = SH_LOS[1]*SH_LOS[3]*(2*q1 + 2*a1*q0 - 2*a2*q3) - SH_LOS[0]*SH_LOS[3]*(vd*SH_LOS[11] + ve*SH_LOS[6] + vn*SH_LOS[4]); - H_LOS[2] = SH_LOS[1]*SH_LOS[3]*(2*q2 + 2*a2*q0 + 2*a1*q3) - SH_LOS[0]*SH_LOS[3]*(vd*SH_LOS[5] + ve*SH_LOS[4] - vn*SH_LOS[6]); - H_LOS[3] = SH_LOS[0]*SH_LOS[3]*(ve*SH_LOS[5] - vd*SH_LOS[4] + vn*SH_LOS[11]) - SH_LOS[1]*SH_LOS[3]*(2*q3 - 2*a1*q2 + 2*a2*q1); - H_LOS[4] = SH_LOS[0]*SH_LOS[3]*(a2*(2*q0*q2 + 2*q1*q3) + a3*(2*q0*q3 - 2*q1*q2) - sq(q0) - sq(q1) + sq(q2) + sq(q3)); - H_LOS[5] = -SH_LOS[0]*SH_LOS[3]*(a3*(sq(q0) - sq(q1) + sq(q2) - sq(q3)) + 2*q0*q3 + 2*q1*q2 + a2*(2*q0*q1 - 2*q2*q3)); - H_LOS[6] = SH_LOS[0]*SH_LOS[3]*(a2*(sq(q0) - sq(q1) - sq(q2) + sq(q3)) + 2*q0*q2 - 2*q1*q3 - a3*(2*q0*q1 + 2*q2*q3)); - H_LOS[9] = -SH_LOS[0]*SH_LOS[1]*SH_LOS[7]; - H_LOS[22] = SH_LOS[0]*SH_LOS[1]*SH_LOS[7]; - - // Calculate Kalman gains - SK_LOS[1] = 1/(R_LOS + SKK_LOS[12]*(P[0][2]*SKK_LOS[10] + P[1][2]*SKK_LOS[11] + P[2][2]*SKK_LOS[12] - P[3][2]*SKK_LOS[13] - P[9][2]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[22][2]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[4][2]*SH_LOS[3]*SKK_LOS[2]*SKK_LOS[14] - P[5][2]*SH_LOS[3]*SKK_LOS[1]*SKK_LOS[14] + P[6][2]*SH_LOS[3]*SKK_LOS[0]*SKK_LOS[14]) - SKK_LOS[13]*(P[0][3]*SKK_LOS[10] + P[1][3]*SKK_LOS[11] + P[2][3]*SKK_LOS[12] - P[3][3]*SKK_LOS[13] - P[9][3]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[22][3]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[4][3]*SH_LOS[3]*SKK_LOS[2]*SKK_LOS[14] - P[5][3]*SH_LOS[3]*SKK_LOS[1]*SKK_LOS[14] + P[6][3]*SH_LOS[3]*SKK_LOS[0]*SKK_LOS[14]) + SKK_LOS[10]*(P[0][0]*SKK_LOS[10] + P[1][0]*SKK_LOS[11] + P[2][0]*(SH_LOS[1]*SH_LOS[3]*(2*q2 + 2*a2*q0 + 2*a1*q3) - SH_LOS[3]*SKK_LOS[14]*(vd*SH_LOS[5] + ve*SH_LOS[4] - vn*SH_LOS[6])) - P[3][0]*(SH_LOS[1]*SH_LOS[3]*(2*q3 - 2*a1*q2 + 2*a2*q1) - SH_LOS[3]*SKK_LOS[14]*(ve*SH_LOS[5] - vd*SH_LOS[4] + vn*SH_LOS[11])) - P[9][0]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[22][0]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[4][0]*SH_LOS[3]*SKK_LOS[2]*SKK_LOS[14] - P[5][0]*SH_LOS[3]*SKK_LOS[1]*SKK_LOS[14] + P[6][0]*SH_LOS[3]*SKK_LOS[0]*SKK_LOS[14]) + SKK_LOS[11]*(P[0][1]*SKK_LOS[10] + P[1][1]*SKK_LOS[11] + P[2][1]*(SH_LOS[1]*SH_LOS[3]*(2*q2 + 2*a2*q0 + 2*a1*q3) - SH_LOS[3]*SKK_LOS[14]*(vd*SH_LOS[5] + ve*SH_LOS[4] - vn*SH_LOS[6])) - P[3][1]*(SH_LOS[1]*SH_LOS[3]*(2*q3 - 2*a1*q2 + 2*a2*q1) - SH_LOS[3]*SKK_LOS[14]*(ve*SH_LOS[5] - vd*SH_LOS[4] + vn*SH_LOS[11])) - P[9][1]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[22][1]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[4][1]*SH_LOS[3]*SKK_LOS[2]*SKK_LOS[14] - P[5][1]*SH_LOS[3]*SKK_LOS[1]*SKK_LOS[14] + P[6][1]*SH_LOS[3]*SKK_LOS[0]*SKK_LOS[14]) - SH_LOS[1]*SH_LOS[7]*SKK_LOS[14]*(P[0][9]*SKK_LOS[10] + P[1][9]*SKK_LOS[11] + P[2][9]*SKK_LOS[12] - P[3][9]*SKK_LOS[13] - P[9][9]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[22][9]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[4][9]*SH_LOS[3]*SKK_LOS[2]*SKK_LOS[14] - P[5][9]*SH_LOS[3]*SKK_LOS[1]*SKK_LOS[14] + P[6][9]*SH_LOS[3]*SKK_LOS[0]*SKK_LOS[14]) + SH_LOS[1]*SH_LOS[7]*SKK_LOS[14]*(P[0][22]*SKK_LOS[10] + P[1][22]*SKK_LOS[11] + P[2][22]*SKK_LOS[12] - P[3][22]*SKK_LOS[13] - P[9][22]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[22][22]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[4][22]*SH_LOS[3]*SKK_LOS[2]*SKK_LOS[14] - P[5][22]*SH_LOS[3]*SKK_LOS[1]*SKK_LOS[14] + P[6][22]*SH_LOS[3]*SKK_LOS[0]*SKK_LOS[14]) + SH_LOS[3]*SKK_LOS[2]*SKK_LOS[14]*(P[0][4]*SKK_LOS[10] + P[1][4]*SKK_LOS[11] + P[2][4]*SKK_LOS[12] - P[3][4]*SKK_LOS[13] - P[9][4]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[22][4]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[4][4]*SH_LOS[3]*SKK_LOS[2]*SKK_LOS[14] - P[5][4]*SH_LOS[3]*SKK_LOS[1]*SKK_LOS[14] + P[6][4]*SH_LOS[3]*SKK_LOS[0]*SKK_LOS[14]) - SH_LOS[3]*SKK_LOS[1]*SKK_LOS[14]*(P[0][5]*SKK_LOS[10] + P[1][5]*SKK_LOS[11] + P[2][5]*SKK_LOS[12] - P[3][5]*SKK_LOS[13] - P[9][5]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[22][5]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[4][5]*SH_LOS[3]*SKK_LOS[2]*SKK_LOS[14] - P[5][5]*SH_LOS[3]*SKK_LOS[1]*SKK_LOS[14] + P[6][5]*SH_LOS[3]*SKK_LOS[0]*SKK_LOS[14]) + SH_LOS[3]*SKK_LOS[0]*SKK_LOS[14]*(P[0][6]*SKK_LOS[10] + P[1][6]*SKK_LOS[11] + P[2][6]*SKK_LOS[12] - P[3][6]*SKK_LOS[13] - P[9][6]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[22][6]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[4][6]*SH_LOS[3]*SKK_LOS[2]*SKK_LOS[14] - P[5][6]*SH_LOS[3]*SKK_LOS[1]*SKK_LOS[14] + P[6][6]*SH_LOS[3]*SKK_LOS[0]*SKK_LOS[14])); - Kfusion[0] = SK_LOS[1]*(P[0][0]*SKK_LOS[10] - P[0][3]*SKK_LOS[13] + P[0][1]*SKK_LOS[11] + P[0][2]*SKK_LOS[12] - P[0][9]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[0][22]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[0][6]*SH_LOS[3]*SKK_LOS[0]*SKK_LOS[14] + P[0][4]*SH_LOS[3]*SKK_LOS[2]*SKK_LOS[14] - P[0][5]*SH_LOS[3]*SKK_LOS[1]*SKK_LOS[14]); - Kfusion[1] = SK_LOS[1]*(P[1][0]*SKK_LOS[10] - P[1][3]*SKK_LOS[13] + P[1][1]*SKK_LOS[11] + P[1][2]*SKK_LOS[12] - P[1][9]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[1][22]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[1][6]*SH_LOS[3]*SKK_LOS[0]*SKK_LOS[14] + P[1][4]*SH_LOS[3]*SKK_LOS[2]*SKK_LOS[14] - P[1][5]*SH_LOS[3]*SKK_LOS[1]*SKK_LOS[14]); - Kfusion[2] = SK_LOS[1]*(P[2][0]*SKK_LOS[10] - P[2][3]*SKK_LOS[13] + P[2][1]*SKK_LOS[11] + P[2][2]*SKK_LOS[12] - P[2][9]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[2][22]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[2][6]*SH_LOS[3]*SKK_LOS[0]*SKK_LOS[14] + P[2][4]*SH_LOS[3]*SKK_LOS[2]*SKK_LOS[14] - P[2][5]*SH_LOS[3]*SKK_LOS[1]*SKK_LOS[14]); - Kfusion[3] = SK_LOS[1]*(P[3][0]*SKK_LOS[10] - P[3][3]*SKK_LOS[13] + P[3][1]*SKK_LOS[11] + P[3][2]*SKK_LOS[12] - P[3][9]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[3][22]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[3][6]*SH_LOS[3]*SKK_LOS[0]*SKK_LOS[14] + P[3][4]*SH_LOS[3]*SKK_LOS[2]*SKK_LOS[14] - P[3][5]*SH_LOS[3]*SKK_LOS[1]*SKK_LOS[14]); - Kfusion[4] = SK_LOS[1]*(P[4][0]*SKK_LOS[10] - P[4][3]*SKK_LOS[13] + P[4][1]*SKK_LOS[11] + P[4][2]*SKK_LOS[12] - P[4][9]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[4][22]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[4][6]*SH_LOS[3]*SKK_LOS[0]*SKK_LOS[14] + P[4][4]*SH_LOS[3]*SKK_LOS[2]*SKK_LOS[14] - P[4][5]*SH_LOS[3]*SKK_LOS[1]*SKK_LOS[14]); - Kfusion[5] = SK_LOS[1]*(P[5][0]*SKK_LOS[10] - P[5][3]*SKK_LOS[13] + P[5][1]*SKK_LOS[11] + P[5][2]*SKK_LOS[12] - P[5][9]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[5][22]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[5][6]*SH_LOS[3]*SKK_LOS[0]*SKK_LOS[14] + P[5][4]*SH_LOS[3]*SKK_LOS[2]*SKK_LOS[14] - P[5][5]*SH_LOS[3]*SKK_LOS[1]*SKK_LOS[14]); - Kfusion[6] = SK_LOS[1]*(P[6][0]*SKK_LOS[10] - P[6][3]*SKK_LOS[13] + P[6][1]*SKK_LOS[11] + P[6][2]*SKK_LOS[12] - P[6][9]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[6][22]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[6][6]*SH_LOS[3]*SKK_LOS[0]*SKK_LOS[14] + P[6][4]*SH_LOS[3]*SKK_LOS[2]*SKK_LOS[14] - P[6][5]*SH_LOS[3]*SKK_LOS[1]*SKK_LOS[14]); - Kfusion[7] = SK_LOS[1]*(P[7][0]*SKK_LOS[10] - P[7][3]*SKK_LOS[13] + P[7][1]*SKK_LOS[11] + P[7][2]*SKK_LOS[12] - P[7][9]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[7][22]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[7][6]*SH_LOS[3]*SKK_LOS[0]*SKK_LOS[14] + P[7][4]*SH_LOS[3]*SKK_LOS[2]*SKK_LOS[14] - P[7][5]*SH_LOS[3]*SKK_LOS[1]*SKK_LOS[14]); - Kfusion[8] = SK_LOS[1]*(P[8][0]*SKK_LOS[10] - P[8][3]*SKK_LOS[13] + P[8][1]*SKK_LOS[11] + P[8][2]*SKK_LOS[12] - P[8][9]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[8][22]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[8][6]*SH_LOS[3]*SKK_LOS[0]*SKK_LOS[14] + P[8][4]*SH_LOS[3]*SKK_LOS[2]*SKK_LOS[14] - P[8][5]*SH_LOS[3]*SKK_LOS[1]*SKK_LOS[14]); - Kfusion[9] = SK_LOS[1]*(P[9][0]*SKK_LOS[10] - P[9][3]*SKK_LOS[13] + P[9][1]*SKK_LOS[11] + P[9][2]*SKK_LOS[12] - P[9][9]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[9][22]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[9][6]*SH_LOS[3]*SKK_LOS[0]*SKK_LOS[14] + P[9][4]*SH_LOS[3]*SKK_LOS[2]*SKK_LOS[14] - P[9][5]*SH_LOS[3]*SKK_LOS[1]*SKK_LOS[14]); - Kfusion[10] = SK_LOS[1]*(P[10][0]*SKK_LOS[10] - P[10][3]*SKK_LOS[13] + P[10][1]*SKK_LOS[11] + P[10][2]*SKK_LOS[12] - P[10][9]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[10][22]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[10][6]*SH_LOS[3]*SKK_LOS[0]*SKK_LOS[14] + P[10][4]*SH_LOS[3]*SKK_LOS[2]*SKK_LOS[14] - P[10][5]*SH_LOS[3]*SKK_LOS[1]*SKK_LOS[14]); - Kfusion[11] = SK_LOS[1]*(P[11][0]*SKK_LOS[10] - P[11][3]*SKK_LOS[13] + P[11][1]*SKK_LOS[11] + P[11][2]*SKK_LOS[12] - P[11][9]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[11][22]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[11][6]*SH_LOS[3]*SKK_LOS[0]*SKK_LOS[14] + P[11][4]*SH_LOS[3]*SKK_LOS[2]*SKK_LOS[14] - P[11][5]*SH_LOS[3]*SKK_LOS[1]*SKK_LOS[14]); - Kfusion[12] = SK_LOS[1]*(P[12][0]*SKK_LOS[10] - P[12][3]*SKK_LOS[13] + P[12][1]*SKK_LOS[11] + P[12][2]*SKK_LOS[12] - P[12][9]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[12][22]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[12][6]*SH_LOS[3]*SKK_LOS[0]*SKK_LOS[14] + P[12][4]*SH_LOS[3]*SKK_LOS[2]*SKK_LOS[14] - P[12][5]*SH_LOS[3]*SKK_LOS[1]*SKK_LOS[14]); - Kfusion[13] = 0.0f;//SK_LOS[1]*(P[13][0]*SKK_LOS[10] - P[13][3]*SKK_LOS[13] + P[13][1]*SKK_LOS[11] + P[13][2]*SKK_LOS[12] - P[13][9]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[13][22]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[13][6]*SH_LOS[3]*SKK_LOS[0]*SKK_LOS[14] + P[13][4]*SH_LOS[3]*SKK_LOS[2]*SKK_LOS[14] - P[13][5]*SH_LOS[3]*SKK_LOS[1]*SKK_LOS[14]); - Kfusion[14] = SK_LOS[1]*(P[14][0]*SKK_LOS[10] - P[14][3]*SKK_LOS[13] + P[14][1]*SKK_LOS[11] + P[14][2]*SKK_LOS[12] - P[14][9]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[14][22]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[14][6]*SH_LOS[3]*SKK_LOS[0]*SKK_LOS[14] + P[14][4]*SH_LOS[3]*SKK_LOS[2]*SKK_LOS[14] - P[14][5]*SH_LOS[3]*SKK_LOS[1]*SKK_LOS[14]); - Kfusion[15] = SK_LOS[1]*(P[15][0]*SKK_LOS[10] - P[15][3]*SKK_LOS[13] + P[15][1]*SKK_LOS[11] + P[15][2]*SKK_LOS[12] - P[15][9]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[15][22]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[15][6]*SH_LOS[3]*SKK_LOS[0]*SKK_LOS[14] + P[15][4]*SH_LOS[3]*SKK_LOS[2]*SKK_LOS[14] - P[15][5]*SH_LOS[3]*SKK_LOS[1]*SKK_LOS[14]); - Kfusion[16] = SK_LOS[1]*(P[16][0]*SKK_LOS[10] - P[16][3]*SKK_LOS[13] + P[16][1]*SKK_LOS[11] + P[16][2]*SKK_LOS[12] - P[16][9]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[16][22]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[16][6]*SH_LOS[3]*SKK_LOS[0]*SKK_LOS[14] + P[16][4]*SH_LOS[3]*SKK_LOS[2]*SKK_LOS[14] - P[16][5]*SH_LOS[3]*SKK_LOS[1]*SKK_LOS[14]); - Kfusion[17] = SK_LOS[1]*(P[17][0]*SKK_LOS[10] - P[17][3]*SKK_LOS[13] + P[17][1]*SKK_LOS[11] + P[17][2]*SKK_LOS[12] - P[17][9]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[17][22]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[17][6]*SH_LOS[3]*SKK_LOS[0]*SKK_LOS[14] + P[17][4]*SH_LOS[3]*SKK_LOS[2]*SKK_LOS[14] - P[17][5]*SH_LOS[3]*SKK_LOS[1]*SKK_LOS[14]); - Kfusion[18] = SK_LOS[1]*(P[18][0]*SKK_LOS[10] - P[18][3]*SKK_LOS[13] + P[18][1]*SKK_LOS[11] + P[18][2]*SKK_LOS[12] - P[18][9]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[18][22]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[18][6]*SH_LOS[3]*SKK_LOS[0]*SKK_LOS[14] + P[18][4]*SH_LOS[3]*SKK_LOS[2]*SKK_LOS[14] - P[18][5]*SH_LOS[3]*SKK_LOS[1]*SKK_LOS[14]); - Kfusion[19] = SK_LOS[1]*(P[19][0]*SKK_LOS[10] - P[19][3]*SKK_LOS[13] + P[19][1]*SKK_LOS[11] + P[19][2]*SKK_LOS[12] - P[19][9]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[19][22]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[19][6]*SH_LOS[3]*SKK_LOS[0]*SKK_LOS[14] + P[19][4]*SH_LOS[3]*SKK_LOS[2]*SKK_LOS[14] - P[19][5]*SH_LOS[3]*SKK_LOS[1]*SKK_LOS[14]); - Kfusion[20] = SK_LOS[1]*(P[20][0]*SKK_LOS[10] - P[20][3]*SKK_LOS[13] + P[20][1]*SKK_LOS[11] + P[20][2]*SKK_LOS[12] - P[20][9]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[20][22]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[20][6]*SH_LOS[3]*SKK_LOS[0]*SKK_LOS[14] + P[20][4]*SH_LOS[3]*SKK_LOS[2]*SKK_LOS[14] - P[20][5]*SH_LOS[3]*SKK_LOS[1]*SKK_LOS[14]); - Kfusion[21] = SK_LOS[1]*(P[21][0]*SKK_LOS[10] - P[21][3]*SKK_LOS[13] + P[21][1]*SKK_LOS[11] + P[21][2]*SKK_LOS[12] - P[21][9]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[21][22]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[21][6]*SH_LOS[3]*SKK_LOS[0]*SKK_LOS[14] + P[21][4]*SH_LOS[3]*SKK_LOS[2]*SKK_LOS[14] - P[21][5]*SH_LOS[3]*SKK_LOS[1]*SKK_LOS[14]); - Kfusion[22] = SK_LOS[1]*(P[22][0]*SKK_LOS[10] - P[22][3]*SKK_LOS[13] + P[22][1]*SKK_LOS[11] + P[22][2]*SKK_LOS[12] - P[22][9]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[22][22]*SH_LOS[1]*SH_LOS[7]*SKK_LOS[14] + P[22][6]*SH_LOS[3]*SKK_LOS[0]*SKK_LOS[14] + P[22][4]*SH_LOS[3]*SKK_LOS[2]*SKK_LOS[14] - P[22][5]*SH_LOS[3]*SKK_LOS[1]*SKK_LOS[14]); - varInnovOptFlow[1] = 1.0f/SK_LOS[1]; - innovOptFlow[1] = losPred[1] - losData[1]; - - // reset the observation index - obsIndex = 0; - fuseOptFlowData = false; - } + // estimate range to centre of image + range = (flowStates[1] - statesAtRngTime[9]) * SK_RNG[2]; - // Check the innovation for consistency and don't fuse if > 3Sigma - if ((innovOptFlow[obsIndex]*innovOptFlow[obsIndex]/varInnovOptFlow[obsIndex]) < 9.0f) - { - // correct the state vector - for (uint8_t j = 0; j < n_states; j++) - { - states[j] = states[j] - Kfusion[j] * innovOptFlow[obsIndex]; - } - // normalise the quaternion states - float quatMag = sqrt(states[0]*states[0] + states[1]*states[1] + states[2]*states[2] + states[3]*states[3]); - if (quatMag > 1e-12f) - { - for (uint8_t j= 0; j<=3; j++) - { - float quatMagInv = 1.0f/quatMag; - states[j] = states[j] * quatMagInv; - } - } - // correct the covariance P = (I - K*H)*P - // take advantage of the empty columns in KH to reduce the - // number of operations - for (uint8_t i = 0; i < n_states; i++) - { - for (uint8_t j = 0; j <= 6; j++) - { - KH[i][j] = Kfusion[i] * H_LOS[j]; - } - for (uint8_t j = 7; j <= 8; j++) - { - KH[i][j] = 0.0f; - } - KH[i][9] = Kfusion[i] * H_LOS[9]; - for (uint8_t j = 10; j <= 21; j++) - { - KH[i][j] = 0.0f; - } - KH[i][22] = Kfusion[i] * H_LOS[22]; - } - for (uint8_t i = 0; i < n_states; i++) - { - for (uint8_t j = 0; j < n_states; j++) - { - KHP[i][j] = 0.0f; - for (uint8_t k = 0; k <= 6; k++) - { - KHP[i][j] = KHP[i][j] + KH[i][k] * P[k][j]; - } - KHP[i][j] = KHP[i][j] + KH[i][9] * P[9][j]; - KHP[i][j] = KHP[i][j] + KH[i][22] * P[2][j]; - } - } - } - for (uint8_t i = 0; i < n_states; i++) + // Calculate the measurement innovation + innovRng = range - rngMea; + + // calculate the innovation consistency test ratio + auxRngTestRatio = sq(innovRng) / (sq(rngInnovGate) * varInnovRng); + + // Check the innovation for consistency and don't fuse if out of bounds + if (auxRngTestRatio < 1.0f) { - for (uint8_t j = 0; j < n_states; j++) - { - P[i][j] = P[i][j] - KHP[i][j]; + // correct the state + for (uint8_t i = 0; i < 2 ; i++) { + flowStates[i] -= K_RNG[i] * innovRng; } + // constrain the states + + // constrain focal length to 0.1 to 10 mm + flowStates[0] = ConstrainFloat(flowStates[0], 0.1f, 10.0f); + // constrain altitude + flowStates[1] = maxf(flowStates[1], statesAtRngTime[9] + minFlowRng); + + // correct the covariance matrix + float nextPopt[2][2]; + nextPopt[0][0] = Popt[0][0] - (Popt[0][1]*Popt[1][0]*SK_RNG[1]*SK_RNG[2]) * SK_RNG[2]; + nextPopt[0][1] = Popt[0][1] - (Popt[0][1]*Popt[1][1]*SK_RNG[1]*SK_RNG[2]) * SK_RNG[2]; + nextPopt[1][0] = -Popt[1][0]*((Popt[1][1]*SK_RNG[1]*SK_RNG[2]) * SK_RNG[2] - 1.0f); + nextPopt[1][1] = -Popt[1][1]*((Popt[1][1]*SK_RNG[1]*SK_RNG[2]) * SK_RNG[2] - 1.0f); + // prevent the state variances from becoming negative and maintain symmetry + Popt[0][0] = maxf(nextPopt[0][0],0.0f); + Popt[1][1] = maxf(nextPopt[1][1],0.0f); + Popt[0][1] = 0.5f * (nextPopt[0][1] + nextPopt[1][0]); + Popt[1][0] = Popt[0][1]; } - ForceSymmetry(); - ConstrainVariances(); } } @@ -2199,6 +2304,24 @@ float AttPosEKF::sq(float valIn) return valIn*valIn; } +float AttPosEKF::maxf(float valIn1, float valIn2) +{ + if (valIn1 >= valIn2) { + return valIn1; + } else { + return valIn2; + } +} + +float AttPosEKF::min(float valIn1, float valIn2) +{ + if (valIn1 <= valIn2) { + return valIn1; + } else { + return valIn2; + } +} + // Store states in a history array along with time stamp void AttPosEKF::StoreStates(uint64_t timestamp_ms) { @@ -2395,9 +2518,9 @@ void AttPosEKF::OnGroundCheck() } // don't update terrain offset state if on ground if (onGround) { - inhibitGndHgtState = true; + inhibitGndState = true; } else { - inhibitGndHgtState = false; + inhibitGndState = false; } } diff --git a/src/modules/ekf_att_pos_estimator/estimator_23states.h b/src/modules/ekf_att_pos_estimator/estimator_23states.h index f8bb7a9c4..8ba1c1573 100644 --- a/src/modules/ekf_att_pos_estimator/estimator_23states.h +++ b/src/modules/ekf_att_pos_estimator/estimator_23states.h @@ -80,6 +80,14 @@ public: airspeedMeasurementSigma = 1.4f; gyroProcessNoise = 1.4544411e-2f; accelProcessNoise = 0.5f; + + gndHgtSigma = 0.1f; // terrain gradient 1-sigma + R_LOS = 0.03f; // optical flow measurement noise variance (rad/sec)^2 + flowInnovGate = 3.0f; // number of standard deviations applied to the optical flow innovation consistency check + auxFlowInnovGate = 10.0f; // number of standard deviations applied to the optical flow innovation consistency check used by the auxiliary filter + rngInnovGate = 5.0f; // number of standard deviations applied to the rnage finder innovation consistency check + minFlowRng = 0.01f; //minimum range between ground and flow sensor + moCompR_LOS = 0.2; // scaler from sensor gyro rate to uncertainty in LOS rate } struct mag_state_struct { @@ -125,7 +133,7 @@ public: float statesAtMagMeasTime[n_states]; // filter satates at the effective measurement time float statesAtVtasMeasTime[n_states]; // filter states at the effective measurement time float statesAtRngTime[n_states]; // filter states at the effective measurement time - float statesAtOptFlowTime[n_states]; // States at the effective optical flow measurement time + float statesAtFlowTime[n_states]; // States at the effective optical flow measurement time Vector3f correctedDelAng; // delta angles about the xyz body axes corrected for errors (rad) Vector3f correctedDelVel; // delta velocities along the XYZ body axes corrected for errors (m/s) @@ -204,7 +212,8 @@ public: bool inhibitWindStates; // true when wind states and covariances are to remain constant bool inhibitMagStates; // true when magnetic field states and covariances are to remain constant - bool inhibitGndHgtState; // true when the terrain ground height offset state and covariances are to remain constant + bool inhibitGndState; // true when the terrain ground height offset state and covariances are to remain constant + bool inhibitScaleState; // true when the focal length scale factor state and covariances are to remain constant bool onGround; ///< boolean true when the flight vehicle is on the ground (not flying) bool staticMode; ///< boolean true if no position feedback is fused @@ -223,6 +232,27 @@ public: unsigned storeIndex; + // Optical Flow error estimation + float storedOmega[3][data_buffer_size]; // angular rate vector stored for the last 50 time steps used by optical flow eror estimators + + // Two state EKF used to estimate focal length scale factor and terrain position + float Popt[2][2]; // state covariance matrix + float flowStates[2]; // flow states [scale factor, terrain position] + float prevPosN; // north position at last measurement + float prevPosE; // east position at last measurement + float auxFlowObsInnov[2]; // optical flow observation innovations from focal length scale factor estimator + float auxFlowObsInnovVar[2]; // innovation variance for optical flow observations from focal length scale factor estimator + float fScaleFactorVar; // optical flow sensor focal length scale factor variance + Mat3f Tnb_flow; // Transformation matrix from nav to body at the time fo the optical flow measurement + float R_LOS; // Optical flow observation noise variance (rad/sec)^2 + float auxFlowTestRatio[2]; // ratio of X and Y flow observation innovations to fault threshold + float auxRngTestRatio; // ratio of range observation innovations to fault threshold + float flowInnovGate; // number of standard deviations used for the innovation consistency check + float auxFlowInnovGate; // number of standard deviations applied to the optical flow innovation consistency check + float rngInnovGate; // number of standard deviations used for the innovation consistency check + float minFlowRng; // minimum range over which to fuse optical flow measurements + float moCompR_LOS; // scaler from sensor gyro rate to uncertainty in LOS rate + void updateDtGpsFilt(float dt); void updateDtHgtFilt(float dt); @@ -241,6 +271,8 @@ void FuseRangeFinder(); void FuseOptFlow(); +void GroundEKF(); + void zeroRows(float (&covMat)[n_states][n_states], uint8_t first, uint8_t last); void zeroCols(float (&covMat)[n_states][n_states], uint8_t first, uint8_t last); @@ -283,6 +315,10 @@ static void quat2Tnb(Mat3f &Tnb, const float (&quat)[4]); static float sq(float valIn); +static float maxf(float valIn1, float valIn2); + +static float min(float valIn1, float valIn2); + void OnGroundCheck(); void CovarianceInit(); -- cgit v1.2.3 From 8c2a158e121e0a716a4b2d802687b0314c0217ba Mon Sep 17 00:00:00 2001 From: Lorenz Meier Date: Wed, 3 Sep 2014 12:15:27 +0200 Subject: Trust the laser sensor more --- src/modules/ekf_att_pos_estimator/estimator_23states.h | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) (limited to 'src') diff --git a/src/modules/ekf_att_pos_estimator/estimator_23states.h b/src/modules/ekf_att_pos_estimator/estimator_23states.h index 8ba1c1573..a607955a8 100644 --- a/src/modules/ekf_att_pos_estimator/estimator_23states.h +++ b/src/modules/ekf_att_pos_estimator/estimator_23states.h @@ -85,7 +85,7 @@ public: R_LOS = 0.03f; // optical flow measurement noise variance (rad/sec)^2 flowInnovGate = 3.0f; // number of standard deviations applied to the optical flow innovation consistency check auxFlowInnovGate = 10.0f; // number of standard deviations applied to the optical flow innovation consistency check used by the auxiliary filter - rngInnovGate = 5.0f; // number of standard deviations applied to the rnage finder innovation consistency check + rngInnovGate = 10.0f; // number of standard deviations applied to the rnage finder innovation consistency check minFlowRng = 0.01f; //minimum range between ground and flow sensor moCompR_LOS = 0.2; // scaler from sensor gyro rate to uncertainty in LOS rate } -- cgit v1.2.3 From dd1945bb7644b41e765866aefd3c6cc14e433b37 Mon Sep 17 00:00:00 2001 From: Thomas Gubler Date: Thu, 4 Sep 2014 10:59:35 +0200 Subject: add heightrate ff for tecs --- src/lib/external_lgpl/tecs/tecs.cpp | 2 +- src/lib/external_lgpl/tecs/tecs.h | 6 + .../fw_pos_control_l1/fw_pos_control_l1_main.cpp | 5 + .../fw_pos_control_l1/fw_pos_control_l1_params.c | 125 +++++++++++---------- 4 files changed, 78 insertions(+), 60 deletions(-) (limited to 'src') diff --git a/src/lib/external_lgpl/tecs/tecs.cpp b/src/lib/external_lgpl/tecs/tecs.cpp index d27bf776f..023bd71bf 100644 --- a/src/lib/external_lgpl/tecs/tecs.cpp +++ b/src/lib/external_lgpl/tecs/tecs.cpp @@ -238,7 +238,7 @@ void TECS::_update_height_demand(float demand, float state) _hgt_dem_adj = demand;//0.025f * demand + 0.975f * _hgt_dem_adj_last; _hgt_dem_adj_last = _hgt_dem_adj; - _hgt_rate_dem = (_hgt_dem_adj-state)*_heightrate_p; + _hgt_rate_dem = (_hgt_dem_adj-state)*_heightrate_p + _heightrate_ff * (_hgt_dem_adj - _hgt_dem_adj_last)/_DT; // Limit height rate of change if (_hgt_rate_dem > _maxClimbRate) { _hgt_rate_dem = _maxClimbRate; diff --git a/src/lib/external_lgpl/tecs/tecs.h b/src/lib/external_lgpl/tecs/tecs.h index 36ae4ecaf..8ac31de6f 100644 --- a/src/lib/external_lgpl/tecs/tecs.h +++ b/src/lib/external_lgpl/tecs/tecs.h @@ -47,6 +47,7 @@ public: _rollComp(0.0f), _spdWeight(0.5f), _heightrate_p(0.0f), + _heightrate_ff(0.0f), _speedrate_p(0.0f), _throttle_dem(0.0f), _pitch_dem(0.0f), @@ -220,6 +221,10 @@ public: _heightrate_p = heightrate_p; } + void set_heightrate_ff(float heightrate_ff) { + _heightrate_ff = heightrate_ff; + } + void set_speedrate_p(float speedrate_p) { _speedrate_p = speedrate_p; } @@ -256,6 +261,7 @@ private: float _rollComp; float _spdWeight; float _heightrate_p; + float _heightrate_ff; float _speedrate_p; // throttle demand in the range from 0.0 to 1.0 diff --git a/src/modules/fw_pos_control_l1/fw_pos_control_l1_main.cpp b/src/modules/fw_pos_control_l1/fw_pos_control_l1_main.cpp index 84c14be01..d339b1c4d 100644 --- a/src/modules/fw_pos_control_l1/fw_pos_control_l1_main.cpp +++ b/src/modules/fw_pos_control_l1/fw_pos_control_l1_main.cpp @@ -211,6 +211,7 @@ private: float max_climb_rate; float climbout_diff; float heightrate_p; + float heightrate_ff; float speedrate_p; float throttle_damp; float integrator_gain; @@ -256,6 +257,7 @@ private: param_t max_climb_rate; param_t climbout_diff; param_t heightrate_p; + param_t heightrate_ff; param_t speedrate_p; param_t throttle_damp; param_t integrator_gain; @@ -494,6 +496,7 @@ FixedwingPositionControl::FixedwingPositionControl() : _parameter_handles.speed_weight = param_find("FW_T_SPDWEIGHT"); _parameter_handles.pitch_damping = param_find("FW_T_PTCH_DAMP"); _parameter_handles.heightrate_p = param_find("FW_T_HRATE_P"); + _parameter_handles.heightrate_ff = param_find("FW_T_HRATE_FF"); _parameter_handles.speedrate_p = param_find("FW_T_SRATE_P"); /* fetch initial parameter values */ @@ -563,6 +566,7 @@ FixedwingPositionControl::parameters_update() param_get(_parameter_handles.climbout_diff, &(_parameters.climbout_diff)); param_get(_parameter_handles.heightrate_p, &(_parameters.heightrate_p)); + param_get(_parameter_handles.heightrate_ff, &(_parameters.heightrate_ff)); param_get(_parameter_handles.speedrate_p, &(_parameters.speedrate_p)); param_get(_parameter_handles.land_slope_angle, &(_parameters.land_slope_angle)); @@ -600,6 +604,7 @@ FixedwingPositionControl::parameters_update() _tecs.set_indicated_airspeed_max(_parameters.airspeed_max); _tecs.set_max_climb_rate(_parameters.max_climb_rate); _tecs.set_heightrate_p(_parameters.heightrate_p); + _tecs.set_heightrate_ff(_parameters.heightrate_ff); _tecs.set_speedrate_p(_parameters.speedrate_p); /* sanity check parameters */ diff --git a/src/modules/fw_pos_control_l1/fw_pos_control_l1_params.c b/src/modules/fw_pos_control_l1/fw_pos_control_l1_params.c index 890ab3bad..847ecbb5c 100644 --- a/src/modules/fw_pos_control_l1/fw_pos_control_l1_params.c +++ b/src/modules/fw_pos_control_l1/fw_pos_control_l1_params.c @@ -131,8 +131,8 @@ PARAM_DEFINE_FLOAT(FW_R_LIM, 45.0f); /** * Throttle limit max * - * This is the maximum throttle % that can be used by the controller. - * For overpowered aircraft, this should be reduced to a value that + * This is the maximum throttle % that can be used by the controller. + * For overpowered aircraft, this should be reduced to a value that * provides sufficient thrust to climb at the maximum pitch angle PTCH_MAX. * * @group L1 Control @@ -142,10 +142,10 @@ PARAM_DEFINE_FLOAT(FW_THR_MAX, 1.0f); /** * Throttle limit min * - * This is the minimum throttle % that can be used by the controller. - * For electric aircraft this will normally be set to zero, but can be set - * to a small non-zero value if a folding prop is fitted to prevent the - * prop from folding and unfolding repeatedly in-flight or to provide + * This is the minimum throttle % that can be used by the controller. + * For electric aircraft this will normally be set to zero, but can be set + * to a small non-zero value if a folding prop is fitted to prevent the + * prop from folding and unfolding repeatedly in-flight or to provide * some aerodynamic drag from a turning prop to improve the descent rate. * * For aircraft with internal combustion engine this parameter should be set @@ -158,7 +158,7 @@ PARAM_DEFINE_FLOAT(FW_THR_MIN, 0.0f); /** * Throttle limit value before flare * - * This throttle value will be set as throttle limit at FW_LND_TLALT, + * This throttle value will be set as throttle limit at FW_LND_TLALT, * before arcraft will flare. * * @group L1 Control @@ -180,17 +180,17 @@ PARAM_DEFINE_FLOAT(FW_CLMBOUT_DIFF, 25.0f); /** * Maximum climb rate * - * This is the best climb rate that the aircraft can achieve with - * the throttle set to THR_MAX and the airspeed set to the - * default value. For electric aircraft make sure this number can be - * achieved towards the end of flight when the battery voltage has reduced. - * The setting of this parameter can be checked by commanding a positive - * altitude change of 100m in loiter, RTL or guided mode. If the throttle - * required to climb is close to THR_MAX and the aircraft is maintaining - * airspeed, then this parameter is set correctly. If the airspeed starts - * to reduce, then the parameter is set to high, and if the throttle - * demand required to climb and maintain speed is noticeably less than - * FW_THR_MAX, then either FW_T_CLMB_MAX should be increased or + * This is the best climb rate that the aircraft can achieve with + * the throttle set to THR_MAX and the airspeed set to the + * default value. For electric aircraft make sure this number can be + * achieved towards the end of flight when the battery voltage has reduced. + * The setting of this parameter can be checked by commanding a positive + * altitude change of 100m in loiter, RTL or guided mode. If the throttle + * required to climb is close to THR_MAX and the aircraft is maintaining + * airspeed, then this parameter is set correctly. If the airspeed starts + * to reduce, then the parameter is set to high, and if the throttle + * demand required to climb and maintain speed is noticeably less than + * FW_THR_MAX, then either FW_T_CLMB_MAX should be increased or * FW_THR_MAX reduced. * * @group L1 Control @@ -200,8 +200,8 @@ PARAM_DEFINE_FLOAT(FW_T_CLMB_MAX, 5.0f); /** * Minimum descent rate * - * This is the sink rate of the aircraft with the throttle - * set to THR_MIN and flown at the same airspeed as used + * This is the sink rate of the aircraft with the throttle + * set to THR_MIN and flown at the same airspeed as used * to measure FW_T_CLMB_MAX. * * @group Fixed Wing TECS @@ -211,10 +211,10 @@ PARAM_DEFINE_FLOAT(FW_T_SINK_MIN, 2.0f); /** * Maximum descent rate * - * This sets the maximum descent rate that the controller will use. - * If this value is too large, the aircraft can over-speed on descent. - * This should be set to a value that can be achieved without - * exceeding the lower pitch angle limit and without over-speeding + * This sets the maximum descent rate that the controller will use. + * If this value is too large, the aircraft can over-speed on descent. + * This should be set to a value that can be achieved without + * exceeding the lower pitch angle limit and without over-speeding * the aircraft. * * @group Fixed Wing TECS @@ -224,7 +224,7 @@ PARAM_DEFINE_FLOAT(FW_T_SINK_MAX, 5.0f); /** * TECS time constant * - * This is the time constant of the TECS control algorithm (in seconds). + * This is the time constant of the TECS control algorithm (in seconds). * Smaller values make it faster to respond, larger values make it slower * to respond. * @@ -235,7 +235,7 @@ PARAM_DEFINE_FLOAT(FW_T_TIME_CONST, 5.0f); /** * TECS Throttle time constant * - * This is the time constant of the TECS throttle control algorithm (in seconds). + * This is the time constant of the TECS throttle control algorithm (in seconds). * Smaller values make it faster to respond, larger values make it slower * to respond. * @@ -246,7 +246,7 @@ PARAM_DEFINE_FLOAT(FW_T_THRO_CONST, 8.0f); /** * Throttle damping factor * - * This is the damping gain for the throttle demand loop. + * This is the damping gain for the throttle demand loop. * Increase to add damping to correct for oscillations in speed and height. * * @group Fixed Wing TECS @@ -256,9 +256,9 @@ PARAM_DEFINE_FLOAT(FW_T_THR_DAMP, 0.5f); /** * Integrator gain * - * This is the integrator gain on the control loop. - * Increasing this gain increases the speed at which speed - * and height offsets are trimmed out, but reduces damping and + * This is the integrator gain on the control loop. + * Increasing this gain increases the speed at which speed + * and height offsets are trimmed out, but reduces damping and * increases overshoot. * * @group Fixed Wing TECS @@ -269,9 +269,9 @@ PARAM_DEFINE_FLOAT(FW_T_INTEG_GAIN, 0.1f); * Maximum vertical acceleration * * This is the maximum vertical acceleration (in metres/second square) - * either up or down that the controller will use to correct speed - * or height errors. The default value of 7 m/s/s (equivalent to +- 0.7 g) - * allows for reasonably aggressive pitch changes if required to recover + * either up or down that the controller will use to correct speed + * or height errors. The default value of 7 m/s/s (equivalent to +- 0.7 g) + * allows for reasonably aggressive pitch changes if required to recover * from under-speed conditions. * * @group Fixed Wing TECS @@ -281,10 +281,10 @@ PARAM_DEFINE_FLOAT(FW_T_VERT_ACC, 7.0f); /** * Complementary filter "omega" parameter for height * - * This is the cross-over frequency (in radians/second) of the complementary - * filter used to fuse vertical acceleration and barometric height to obtain - * an estimate of height rate and height. Increasing this frequency weights - * the solution more towards use of the barometer, whilst reducing it weights + * This is the cross-over frequency (in radians/second) of the complementary + * filter used to fuse vertical acceleration and barometric height to obtain + * an estimate of height rate and height. Increasing this frequency weights + * the solution more towards use of the barometer, whilst reducing it weights * the solution more towards use of the accelerometer data. * * @group Fixed Wing TECS @@ -294,10 +294,10 @@ PARAM_DEFINE_FLOAT(FW_T_HGT_OMEGA, 3.0f); /** * Complementary filter "omega" parameter for speed * - * This is the cross-over frequency (in radians/second) of the complementary - * filter used to fuse longitudinal acceleration and airspeed to obtain an + * This is the cross-over frequency (in radians/second) of the complementary + * filter used to fuse longitudinal acceleration and airspeed to obtain an * improved airspeed estimate. Increasing this frequency weights the solution - * more towards use of the arispeed sensor, whilst reducing it weights the + * more towards use of the arispeed sensor, whilst reducing it weights the * solution more towards use of the accelerometer data. * * @group Fixed Wing TECS @@ -307,13 +307,13 @@ PARAM_DEFINE_FLOAT(FW_T_SPD_OMEGA, 2.0f); /** * Roll -> Throttle feedforward * - * Increasing this gain turn increases the amount of throttle that will - * be used to compensate for the additional drag created by turning. - * Ideally this should be set to approximately 10 x the extra sink rate - * in m/s created by a 45 degree bank turn. Increase this gain if - * the aircraft initially loses energy in turns and reduce if the - * aircraft initially gains energy in turns. Efficient high aspect-ratio - * aircraft (eg powered sailplanes) can use a lower value, whereas + * Increasing this gain turn increases the amount of throttle that will + * be used to compensate for the additional drag created by turning. + * Ideally this should be set to approximately 10 x the extra sink rate + * in m/s created by a 45 degree bank turn. Increase this gain if + * the aircraft initially loses energy in turns and reduce if the + * aircraft initially gains energy in turns. Efficient high aspect-ratio + * aircraft (eg powered sailplanes) can use a lower value, whereas * inefficient low aspect-ratio models (eg delta wings) can use a higher value. * * @group Fixed Wing TECS @@ -323,15 +323,15 @@ PARAM_DEFINE_FLOAT(FW_T_RLL2THR, 10.0f); /** * Speed <--> Altitude priority * - * This parameter adjusts the amount of weighting that the pitch control - * applies to speed vs height errors. Setting it to 0.0 will cause the - * pitch control to control height and ignore speed errors. This will - * normally improve height accuracy but give larger airspeed errors. - * Setting it to 2.0 will cause the pitch control loop to control speed - * and ignore height errors. This will normally reduce airspeed errors, - * but give larger height errors. The default value of 1.0 allows the pitch - * control to simultaneously control height and speed. - * Note to Glider Pilots - set this parameter to 2.0 (The glider will + * This parameter adjusts the amount of weighting that the pitch control + * applies to speed vs height errors. Setting it to 0.0 will cause the + * pitch control to control height and ignore speed errors. This will + * normally improve height accuracy but give larger airspeed errors. + * Setting it to 2.0 will cause the pitch control loop to control speed + * and ignore height errors. This will normally reduce airspeed errors, + * but give larger height errors. The default value of 1.0 allows the pitch + * control to simultaneously control height and speed. + * Note to Glider Pilots - set this parameter to 2.0 (The glider will * adjust its pitch angle to maintain airspeed, ignoring changes in height). * * @group Fixed Wing TECS @@ -341,9 +341,9 @@ PARAM_DEFINE_FLOAT(FW_T_SPDWEIGHT, 1.0f); /** * Pitch damping factor * - * This is the damping gain for the pitch demand loop. Increase to add - * damping to correct for oscillations in height. The default value of 0.0 - * will work well provided the pitch to servo controller has been tuned + * This is the damping gain for the pitch demand loop. Increase to add + * damping to correct for oscillations in height. The default value of 0.0 + * will work well provided the pitch to servo controller has been tuned * properly. * * @group Fixed Wing TECS @@ -357,6 +357,13 @@ PARAM_DEFINE_FLOAT(FW_T_PTCH_DAMP, 0.0f); */ PARAM_DEFINE_FLOAT(FW_T_HRATE_P, 0.05f); +/** + * Height rate FF factor + * + * @group Fixed Wing TECS + */ +PARAM_DEFINE_FLOAT(FW_T_HRATE_FF, 0.0f); + /** * Speed rate P factor * -- cgit v1.2.3 From 4e9a52fe45655aa853bf9af10223d32767bb60c4 Mon Sep 17 00:00:00 2001 From: Thomas Gubler Date: Thu, 4 Sep 2014 12:32:10 +0200 Subject: heightrate ff: fix order of calculations --- src/lib/external_lgpl/tecs/tecs.cpp | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) (limited to 'src') diff --git a/src/lib/external_lgpl/tecs/tecs.cpp b/src/lib/external_lgpl/tecs/tecs.cpp index 023bd71bf..da99aa5b1 100644 --- a/src/lib/external_lgpl/tecs/tecs.cpp +++ b/src/lib/external_lgpl/tecs/tecs.cpp @@ -236,9 +236,8 @@ void TECS::_update_height_demand(float demand, float state) // // _hgt_rate_dem); _hgt_dem_adj = demand;//0.025f * demand + 0.975f * _hgt_dem_adj_last; - _hgt_dem_adj_last = _hgt_dem_adj; - _hgt_rate_dem = (_hgt_dem_adj-state)*_heightrate_p + _heightrate_ff * (_hgt_dem_adj - _hgt_dem_adj_last)/_DT; + _hgt_dem_adj_last = _hgt_dem_adj; // Limit height rate of change if (_hgt_rate_dem > _maxClimbRate) { _hgt_rate_dem = _maxClimbRate; -- cgit v1.2.3 From f315be54162c3284742cd2195d9c78c153289e66 Mon Sep 17 00:00:00 2001 From: Thomas Gubler Date: Sat, 6 Sep 2014 10:36:51 +0200 Subject: FW: in seatbelt/althold on ground reset integrators --- src/modules/fw_att_control/fw_att_control_main.cpp | 33 ++++++++++++++++++++++ 1 file changed, 33 insertions(+) (limited to 'src') diff --git a/src/modules/fw_att_control/fw_att_control_main.cpp b/src/modules/fw_att_control/fw_att_control_main.cpp index ad873203e..c60d8d348 100644 --- a/src/modules/fw_att_control/fw_att_control_main.cpp +++ b/src/modules/fw_att_control/fw_att_control_main.cpp @@ -63,6 +63,7 @@ #include #include #include +#include #include #include #include @@ -124,6 +125,7 @@ private: int _params_sub; /**< notification of parameter updates */ int _manual_sub; /**< notification of manual control updates */ int _global_pos_sub; /**< global position subscription */ + int _vehicle_status_sub; /**< vehicle status subscription */ orb_advert_t _rate_sp_pub; /**< rate setpoint publication */ orb_advert_t _attitude_sp_pub; /**< attitude setpoint point */ @@ -139,6 +141,7 @@ private: struct actuator_controls_s _actuators; /**< actuator control inputs */ struct actuator_controls_s _actuators_airframe; /**< actuator control inputs */ struct vehicle_global_position_s _global_pos; /**< global position */ + struct vehicle_status_s _vehicle_status; /**< vehicle status */ perf_counter_t _loop_perf; /**< loop performance counter */ perf_counter_t _nonfinite_input_perf; /**< performance counter for non finite input */ @@ -275,6 +278,11 @@ private: */ void global_pos_poll(); + /** + * Check for vehicle status updates. + */ + void vehicle_status_poll(); + /** * Shim for calling task_main from task_create. */ @@ -313,6 +321,7 @@ FixedwingAttitudeControl::FixedwingAttitudeControl() : _params_sub(-1), _manual_sub(-1), _global_pos_sub(-1), + _vehicle_status_sub(-1), /* publications */ _rate_sp_pub(-1), @@ -338,6 +347,7 @@ FixedwingAttitudeControl::FixedwingAttitudeControl() : _actuators = {}; _actuators_airframe = {}; _global_pos = {}; + _vehicle_status = {}; _parameter_handles.tconst = param_find("FW_ATT_TC"); @@ -560,6 +570,18 @@ FixedwingAttitudeControl::global_pos_poll() } } +void +FixedwingAttitudeControl::vehicle_status_poll() +{ + /* check if there is new status information */ + bool vehicle_status_updated; + orb_check(_vehicle_status_sub, &vehicle_status_updated); + + if (vehicle_status_updated) { + orb_copy(ORB_ID(vehicle_status), _vehicle_status_sub, &_vehicle_status); + } +} + void FixedwingAttitudeControl::task_main_trampoline(int argc, char *argv[]) { @@ -585,6 +607,7 @@ FixedwingAttitudeControl::task_main() _params_sub = orb_subscribe(ORB_ID(parameter_update)); _manual_sub = orb_subscribe(ORB_ID(manual_control_setpoint)); _global_pos_sub = orb_subscribe(ORB_ID(vehicle_global_position)); + _vehicle_status_sub = orb_subscribe(ORB_ID(vehicle_status)); /* rate limit vehicle status updates to 5Hz */ orb_set_interval(_vcontrol_mode_sub, 200); @@ -599,6 +622,7 @@ FixedwingAttitudeControl::task_main() vehicle_accel_poll(); vehicle_control_mode_poll(); vehicle_manual_poll(); + vehicle_status_poll(); /* wakeup source(s) */ struct pollfd fds[2]; @@ -667,6 +691,8 @@ FixedwingAttitudeControl::task_main() global_pos_poll(); + vehicle_status_poll(); + /* lock integrator until control is started */ bool lock_integrator; @@ -779,6 +805,13 @@ FixedwingAttitudeControl::task_main() } } + /* If the aircraft is on ground reset the integrators */ + if (_vehicle_status.condition_landed) { + _roll_ctrl.reset_integrator(); + _pitch_ctrl.reset_integrator(); + _yaw_ctrl.reset_integrator(); + } + /* Prepare speed_body_u and speed_body_w */ float speed_body_u = 0.0f; float speed_body_v = 0.0f; -- cgit v1.2.3