mirror of
https://gitee.com/mirrors_PX4/PX4-Autopilot.git
synced 2026-07-13 06:40:34 +08:00
ekf2: improve ring buffer sizing and dynamically allocate
This commit is contained in:
@@ -44,6 +44,19 @@
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#include <mathlib/mathlib.h>
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EstimatorInterface::~EstimatorInterface()
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{
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delete _gps_buffer;
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delete _mag_buffer;
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delete _baro_buffer;
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delete _range_buffer;
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delete _airspeed_buffer;
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delete _flow_buffer;
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delete _ext_vision_buffer;
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delete _drag_buffer;
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delete _auxvel_buffer;
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}
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// Accumulate imu data and store to buffer at desired rate
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void EstimatorInterface::setIMUData(const imuSample &imu_sample)
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{
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@@ -104,70 +117,59 @@ bool EstimatorInterface::checkIfVehicleAtRest(float dt, const imuSample &imu)
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void EstimatorInterface::setMagData(const magSample &mag_sample)
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{
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if (!_initialised || _mag_buffer_fail) {
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if (!_initialised) {
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return;
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}
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// Allocate the required buffer size if not previously done
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// Do not retry if allocation has failed previously
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if (_mag_buffer.get_length() < _obs_buffer_length) {
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_mag_buffer_fail = !_mag_buffer.allocate(_obs_buffer_length);
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if (_mag_buffer == nullptr) {
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_mag_buffer = new RingBuffer<magSample>(_obs_buffer_length);
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if (_mag_buffer_fail) {
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if (_mag_buffer == nullptr || !_mag_buffer->valid()) {
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delete _mag_buffer;
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_mag_buffer = nullptr;
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printBufferAllocationFailed("mag");
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return;
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}
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}
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// downsample to highest possible sensor rate
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// by taking the average of incoming sample
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_mag_sample_count++;
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_mag_data_sum += mag_sample.mag;
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_mag_timestamp_sum += mag_sample.time_us / 1000; // Dividing by 1000 to avoid overflow
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// limit data rate to prevent data being lost
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if ((mag_sample.time_us - _time_last_mag) > _min_obs_interval_us) {
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_time_last_mag = mag_sample.time_us;
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magSample mag_sample_new;
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// Use the time in the middle of the downsampling interval for the sample
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mag_sample_new.time_us = 1000 * (_mag_timestamp_sum / _mag_sample_count);
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mag_sample_new.time_us = mag_sample.time_us;
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mag_sample_new.time_us -= static_cast<uint64_t>(_params.mag_delay_ms * 1000);
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mag_sample_new.time_us -= FILTER_UPDATE_PERIOD_MS * 1000 / 2;
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mag_sample_new.mag = _mag_data_sum / _mag_sample_count;
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mag_sample_new.mag = mag_sample.mag;
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_mag_buffer.push(mag_sample_new);
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_mag_sample_count = 0;
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_mag_data_sum.setZero();
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_mag_timestamp_sum = 0;
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_mag_buffer->push(mag_sample_new);
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} else {
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ECL_ERR("mag data too fast %" PRIu64, mag_sample.time_us - _time_last_mag);
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}
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}
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void EstimatorInterface::setGpsData(const gps_message &gps)
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{
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if (!_initialised || _gps_buffer_fail) {
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if (!_initialised) {
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return;
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}
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// Allocate the required buffer size if not previously done
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// Do not retry if allocation has failed previously
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if (_gps_buffer.get_length() < _obs_buffer_length) {
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_gps_buffer_fail = !_gps_buffer.allocate(_obs_buffer_length);
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if (_gps_buffer == nullptr) {
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_gps_buffer = new RingBuffer<gpsSample>(_obs_buffer_length);
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if (_gps_buffer_fail) {
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if (_gps_buffer == nullptr || !_gps_buffer->valid()) {
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delete _gps_buffer;
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_gps_buffer = nullptr;
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printBufferAllocationFailed("GPS");
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return;
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}
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}
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// limit data rate to prevent data being lost
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const bool need_gps = (_params.fusion_mode & MASK_USE_GPS) || (_params.vdist_sensor_type == VDIST_SENSOR_GPS);
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// TODO: remove checks that are not timing related
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if (((gps.time_usec - _time_last_gps) > _min_obs_interval_us) && need_gps && gps.fix_type > 2) {
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if ((gps.time_usec - _time_last_gps) > _min_obs_interval_us) {
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_time_last_gps = gps.time_usec;
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gpsSample gps_sample_new;
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@@ -202,67 +204,60 @@ void EstimatorInterface::setGpsData(const gps_message &gps)
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gps_sample_new.pos(1) = 0.0f;
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}
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_gps_buffer.push(gps_sample_new);
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_gps_buffer->push(gps_sample_new);
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} else {
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ECL_ERR("GPS data too fast %" PRIu64, gps.time_usec - _time_last_gps);
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}
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}
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void EstimatorInterface::setBaroData(const baroSample &baro_sample)
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{
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if (!_initialised || _baro_buffer_fail) {
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if (!_initialised) {
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return;
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}
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// Allocate the required buffer size if not previously done
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// Do not retry if allocation has failed previously
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if (_baro_buffer.get_length() < _obs_buffer_length) {
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_baro_buffer_fail = !_baro_buffer.allocate(_obs_buffer_length);
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if (_baro_buffer == nullptr) {
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_baro_buffer = new RingBuffer<baroSample>(_obs_buffer_length);
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if (_baro_buffer_fail) {
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if (_baro_buffer == nullptr || !_baro_buffer->valid()) {
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delete _baro_buffer;
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_baro_buffer = nullptr;
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printBufferAllocationFailed("baro");
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return;
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}
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}
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// downsample to highest possible sensor rate
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// by baro data by taking the average of incoming sample
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_baro_sample_count++;
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_baro_alt_sum += baro_sample.hgt;
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_baro_timestamp_sum += baro_sample.time_us / 1000; // Dividing by 1000 to avoid overflow
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// limit data rate to prevent data being lost
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if ((baro_sample.time_us - _time_last_baro) > _min_obs_interval_us) {
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_time_last_baro = baro_sample.time_us;
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const float baro_alt_avg = _baro_alt_sum / (float)_baro_sample_count;
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baroSample baro_sample_new;
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baro_sample_new.hgt = compensateBaroForDynamicPressure(baro_alt_avg);
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baro_sample_new.hgt = compensateBaroForDynamicPressure(baro_sample.hgt);
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// Use the time in the middle of the downsampling interval for the sample
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baro_sample_new.time_us = 1000 * (_baro_timestamp_sum / _baro_sample_count);
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baro_sample_new.time_us = baro_sample.time_us;
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baro_sample_new.time_us -= static_cast<uint64_t>(_params.baro_delay_ms * 1000);
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baro_sample_new.time_us -= FILTER_UPDATE_PERIOD_MS * 1000 / 2;
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_baro_buffer.push(baro_sample_new);
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_baro_sample_count = 0;
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_baro_alt_sum = 0.0f;
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_baro_timestamp_sum = 0;
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_baro_buffer->push(baro_sample_new);
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} else {
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ECL_ERR("baro data too fast %" PRIu64, baro_sample.time_us - _time_last_baro);
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}
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}
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void EstimatorInterface::setAirspeedData(const airspeedSample &airspeed_sample)
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{
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if (!_initialised || _airspeed_buffer_fail) {
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if (!_initialised) {
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return;
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}
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// Allocate the required buffer size if not previously done
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// Do not retry if allocation has failed previously
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if (_airspeed_buffer.get_length() < _obs_buffer_length) {
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_airspeed_buffer_fail = !_airspeed_buffer.allocate(_obs_buffer_length);
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if (_airspeed_buffer == nullptr) {
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_airspeed_buffer = new RingBuffer<airspeedSample>(_obs_buffer_length);
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if (_airspeed_buffer_fail) {
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if (_airspeed_buffer == nullptr || !_airspeed_buffer->valid()) {
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delete _airspeed_buffer;
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_airspeed_buffer = nullptr;
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printBufferAllocationFailed("airspeed");
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return;
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}
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@@ -277,22 +272,23 @@ void EstimatorInterface::setAirspeedData(const airspeedSample &airspeed_sample)
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airspeed_sample_new.time_us -= static_cast<uint64_t>(_params.airspeed_delay_ms * 1000);
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airspeed_sample_new.time_us -= FILTER_UPDATE_PERIOD_MS * 1000 / 2;
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_airspeed_buffer.push(airspeed_sample_new);
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_airspeed_buffer->push(airspeed_sample_new);
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}
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}
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void EstimatorInterface::setRangeData(const rangeSample &range_sample)
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{
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if (!_initialised || _range_buffer_fail) {
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if (!_initialised) {
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return;
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}
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// Allocate the required buffer size if not previously done
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// Do not retry if allocation has failed previously
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if (_range_buffer.get_length() < _obs_buffer_length) {
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_range_buffer_fail = !_range_buffer.allocate(_obs_buffer_length);
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if (_range_buffer == nullptr) {
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_range_buffer = new RingBuffer<rangeSample>(_obs_buffer_length);
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if (_range_buffer_fail) {
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if (_range_buffer == nullptr || !_range_buffer->valid()) {
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delete _range_buffer;
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_range_buffer = nullptr;
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printBufferAllocationFailed("range");
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return;
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}
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@@ -306,22 +302,23 @@ void EstimatorInterface::setRangeData(const rangeSample &range_sample)
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range_sample_new.time_us -= static_cast<uint64_t>(_params.range_delay_ms * 1000);
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range_sample_new.time_us -= FILTER_UPDATE_PERIOD_MS * 1000 / 2;
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_range_buffer.push(range_sample_new);
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_range_buffer->push(range_sample_new);
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}
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}
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void EstimatorInterface::setOpticalFlowData(const flowSample &flow)
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{
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if (!_initialised || _flow_buffer_fail) {
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if (!_initialised) {
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return;
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}
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// Allocate the required buffer size if not previously done
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// Do not retry if allocation has failed previously
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if (_flow_buffer.get_length() < _imu_buffer_length) {
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_flow_buffer_fail = !_flow_buffer.allocate(_imu_buffer_length);
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if (_flow_buffer == nullptr) {
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_flow_buffer = new RingBuffer<flowSample>(_imu_buffer_length);
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if (_flow_buffer_fail) {
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if (_flow_buffer == nullptr || !_flow_buffer->valid()) {
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delete _flow_buffer;
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_flow_buffer = nullptr;
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printBufferAllocationFailed("flow");
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return;
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}
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@@ -336,23 +333,24 @@ void EstimatorInterface::setOpticalFlowData(const flowSample &flow)
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optflow_sample_new.time_us -= static_cast<uint64_t>(_params.flow_delay_ms * 1000);
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optflow_sample_new.time_us -= FILTER_UPDATE_PERIOD_MS * 1000 / 2;
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_flow_buffer.push(optflow_sample_new);
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_flow_buffer->push(optflow_sample_new);
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}
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}
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// set attitude and position data derived from an external vision system
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void EstimatorInterface::setExtVisionData(const extVisionSample &evdata)
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{
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if (!_initialised || _ev_buffer_fail) {
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if (!_initialised) {
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return;
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}
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// Allocate the required buffer size if not previously done
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// Do not retry if allocation has failed previously
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if (_ext_vision_buffer.get_length() < _obs_buffer_length) {
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_ev_buffer_fail = !_ext_vision_buffer.allocate(_obs_buffer_length);
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if (_ext_vision_buffer == nullptr) {
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_ext_vision_buffer = new RingBuffer<extVisionSample>(_obs_buffer_length);
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if (_ev_buffer_fail) {
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if (_ext_vision_buffer == nullptr || !_ext_vision_buffer->valid()) {
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delete _ext_vision_buffer;
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_ext_vision_buffer = nullptr;
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printBufferAllocationFailed("vision");
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return;
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}
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@@ -367,22 +365,23 @@ void EstimatorInterface::setExtVisionData(const extVisionSample &evdata)
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ev_sample_new.time_us -= static_cast<uint64_t>(_params.ev_delay_ms * 1000);
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ev_sample_new.time_us -= FILTER_UPDATE_PERIOD_MS * 1000 / 2;
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_ext_vision_buffer.push(ev_sample_new);
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_ext_vision_buffer->push(ev_sample_new);
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}
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}
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void EstimatorInterface::setAuxVelData(const auxVelSample &auxvel_sample)
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{
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if (!_initialised || _auxvel_buffer_fail) {
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if (!_initialised) {
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return;
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}
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// Allocate the required buffer size if not previously done
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// Do not retry if allocation has failed previously
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if (_auxvel_buffer.get_length() < _obs_buffer_length) {
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_auxvel_buffer_fail = !_auxvel_buffer.allocate(_obs_buffer_length);
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if (_auxvel_buffer == nullptr) {
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_auxvel_buffer = new RingBuffer<auxVelSample>(_obs_buffer_length);
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if (_auxvel_buffer_fail) {
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if (_auxvel_buffer == nullptr || !_auxvel_buffer->valid()) {
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delete _auxvel_buffer;
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_auxvel_buffer = nullptr;
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printBufferAllocationFailed("aux vel");
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return;
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}
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@@ -397,7 +396,7 @@ void EstimatorInterface::setAuxVelData(const auxVelSample &auxvel_sample)
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auxvel_sample_new.time_us -= static_cast<uint64_t>(_params.auxvel_delay_ms * 1000);
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auxvel_sample_new.time_us -= FILTER_UPDATE_PERIOD_MS * 1000 / 2;
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_auxvel_buffer.push(auxvel_sample_new);
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_auxvel_buffer->push(auxvel_sample_new);
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}
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}
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@@ -405,14 +404,15 @@ void EstimatorInterface::setDragData(const imuSample &imu)
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{
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// down-sample the drag specific force data by accumulating and calculating the mean when
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// sufficient samples have been collected
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if ((_params.fusion_mode & MASK_USE_DRAG) && !_drag_buffer_fail) {
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if ((_params.fusion_mode & MASK_USE_DRAG)) {
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// Allocate the required buffer size if not previously done
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// Do not retry if allocation has failed previously
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if (_drag_buffer.get_length() < _obs_buffer_length) {
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_drag_buffer_fail = !_drag_buffer.allocate(_obs_buffer_length);
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if (_drag_buffer == nullptr) {
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_drag_buffer = new RingBuffer<dragSample>(_obs_buffer_length);
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if (_drag_buffer_fail) {
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if (_drag_buffer == nullptr || !_drag_buffer->valid()) {
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delete _drag_buffer;
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_drag_buffer = nullptr;
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printBufferAllocationFailed("drag");
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return;
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}
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@@ -440,7 +440,7 @@ void EstimatorInterface::setDragData(const imuSample &imu)
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_drag_down_sampled.time_us /= _drag_sample_count;
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// write to buffer
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_drag_buffer.push(_drag_down_sampled);
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_drag_buffer->push(_drag_down_sampled);
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// reset accumulators
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_drag_sample_count = 0;
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@@ -454,9 +454,14 @@ void EstimatorInterface::setDragData(const imuSample &imu)
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bool EstimatorInterface::initialise_interface(uint64_t timestamp)
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{
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// find the maximum time delay the buffers are required to handle
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// it's reasonable to assume that barometer is always used, and its delay is low
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// it's reasonable to assume that aux velocity device has low delay. TODO: check the delay only if the aux device is used
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float max_time_delay_ms = math::max(_params.baro_delay_ms, _params.auxvel_delay_ms);
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float max_time_delay_ms = math::max((float)_params.sensor_interval_max_ms, _params.auxvel_delay_ms);
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// using baro
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if (_params.vdist_sensor_type == 0) {
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max_time_delay_ms = math::max(_params.baro_delay_ms, max_time_delay_ms);
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}
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// using airspeed
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if (_params.arsp_thr > FLT_EPSILON) {
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@@ -485,18 +490,20 @@ bool EstimatorInterface::initialise_interface(uint64_t timestamp)
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max_time_delay_ms = math::max(_params.ev_delay_ms, max_time_delay_ms);
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}
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// calculate the IMU buffer length required to accomodate the maximum delay with some allowance for jitter
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_imu_buffer_length = ceilf(max_time_delay_ms / FILTER_UPDATE_PERIOD_MS) + 1;
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// calculate the IMU buffer length required to accommodate the maximum delay with some allowance for jitter
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_imu_buffer_length = ceilf(max_time_delay_ms / FILTER_UPDATE_PERIOD_MS);
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// set the observation buffer length to handle the minimum time of arrival between observations in combination
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// with the worst case delay from current time to ekf fusion time
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// allow for worst case 50% extension of the ekf fusion time horizon delay due to timing jitter
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const float ekf_delay_ms = max_time_delay_ms * 1.5f;
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_obs_buffer_length = ceilf(ekf_delay_ms / _params.sensor_interval_min_ms);
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_obs_buffer_length = roundf(ekf_delay_ms / FILTER_UPDATE_PERIOD_MS);
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// limit to be no longer than the IMU buffer (we can't process data faster than the EKF prediction rate)
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_obs_buffer_length = math::min(_obs_buffer_length, _imu_buffer_length);
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ECL_DEBUG("EKF max time delay %.1f ms, OBS length %d\n", (double)ekf_delay_ms, _obs_buffer_length);
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if (!_imu_buffer.allocate(_imu_buffer_length) || !_output_buffer.allocate(_imu_buffer_length)
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|| !_output_vert_buffer.allocate(_imu_buffer_length)) {
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@@ -550,15 +557,43 @@ void EstimatorInterface::printBufferAllocationFailed(const char *buffer_name)
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void EstimatorInterface::print_status()
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{
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ECL_INFO("imu buffer: %d (%d Bytes)", _imu_buffer.get_length(), _imu_buffer.get_total_size());
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ECL_INFO("gps buffer: %d (%d Bytes)", _gps_buffer.get_length(), _gps_buffer.get_total_size());
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ECL_INFO("mag buffer: %d (%d Bytes)", _mag_buffer.get_length(), _mag_buffer.get_total_size());
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ECL_INFO("baro buffer: %d (%d Bytes)", _baro_buffer.get_length(), _baro_buffer.get_total_size());
|
||||
ECL_INFO("range buffer: %d (%d Bytes)", _range_buffer.get_length(), _range_buffer.get_total_size());
|
||||
ECL_INFO("airspeed buffer: %d (%d Bytes)", _airspeed_buffer.get_length(), _airspeed_buffer.get_total_size());
|
||||
ECL_INFO("flow buffer: %d (%d Bytes)", _flow_buffer.get_length(), _flow_buffer.get_total_size());
|
||||
ECL_INFO("vision buffer: %d (%d Bytes)", _ext_vision_buffer.get_length(), _ext_vision_buffer.get_total_size());
|
||||
ECL_INFO("output buffer: %d (%d Bytes)", _output_buffer.get_length(), _output_buffer.get_total_size());
|
||||
ECL_INFO("output vert buffer: %d (%d Bytes)", _output_vert_buffer.get_length(), _output_vert_buffer.get_total_size());
|
||||
ECL_INFO("drag buffer: %d (%d Bytes)", _drag_buffer.get_length(), _drag_buffer.get_total_size());
|
||||
printf("IMU average dt: %.6f seconds\n", (double)_dt_imu_avg);
|
||||
printf("IMU buffer: %d (%d Bytes)\n", _imu_buffer.get_length(), _imu_buffer.get_total_size());
|
||||
|
||||
printf("minimum observation interval %d us\n", _min_obs_interval_us);
|
||||
|
||||
if (_gps_buffer) {
|
||||
printf("gps buffer: %d/%d (%d Bytes)\n", _gps_buffer->entries(), _gps_buffer->get_length(), _gps_buffer->get_total_size());
|
||||
}
|
||||
|
||||
if (_mag_buffer) {
|
||||
printf("mag buffer: %d/%d (%d Bytes)\n", _mag_buffer->entries(), _mag_buffer->get_length(), _mag_buffer->get_total_size());
|
||||
}
|
||||
|
||||
if (_baro_buffer) {
|
||||
printf("baro buffer: %d/%d (%d Bytes)\n", _baro_buffer->entries(), _baro_buffer->get_length(), _baro_buffer->get_total_size());
|
||||
}
|
||||
|
||||
if (_range_buffer) {
|
||||
printf("range buffer: %d/%d (%d Bytes)\n", _range_buffer->entries(), _range_buffer->get_length(), _range_buffer->get_total_size());
|
||||
}
|
||||
|
||||
if (_airspeed_buffer) {
|
||||
printf("airspeed buffer: %d/%d (%d Bytes)\n", _airspeed_buffer->entries(), _airspeed_buffer->get_length(), _airspeed_buffer->get_total_size());
|
||||
}
|
||||
|
||||
if (_flow_buffer) {
|
||||
printf("flow buffer: %d/%d (%d Bytes)\n", _flow_buffer->entries(), _flow_buffer->get_length(), _flow_buffer->get_total_size());
|
||||
}
|
||||
|
||||
if (_ext_vision_buffer) {
|
||||
printf("vision buffer: %d/%d (%d Bytes)\n", _ext_vision_buffer->entries(), _ext_vision_buffer->get_length(), _ext_vision_buffer->get_total_size());
|
||||
}
|
||||
|
||||
if (_drag_buffer) {
|
||||
printf("drag buffer: %d/%d (%d Bytes)\n", _drag_buffer->entries(), _drag_buffer->get_length(), _drag_buffer->get_total_size());
|
||||
}
|
||||
|
||||
printf("output buffer: %d/%d (%d Bytes)\n", _output_buffer.entries(), _output_buffer.get_length(), _output_buffer.get_total_size());
|
||||
printf("output vert buffer: %d/%d (%d Bytes)\n", _output_vert_buffer.entries(), _output_vert_buffer.get_length(), _output_vert_buffer.get_total_size());
|
||||
}
|
||||
|
||||
Reference in New Issue
Block a user