sensors/vehicle_imu: switch to WelfordMean library and other improvements

- use WelfordMean library to determine sensor sample rate average
 - if gyro samples exceeds queue depth, instead round to nearest even integer to ease scheduling
 - force update if publication latency is falling behind
 - remove redundant sample interval perf counters
 - status print accel & gyro interval standard deviation
This commit is contained in:
Daniel Agar
2021-05-31 10:05:10 -04:00
parent 3340fca332
commit 055b5404c3
2 changed files with 221 additions and 184 deletions
+194 -158
View File
@@ -48,25 +48,23 @@ namespace sensors
VehicleIMU::VehicleIMU(int instance, uint8_t accel_index, uint8_t gyro_index, const px4::wq_config_t &config) :
ModuleParams(nullptr),
ScheduledWorkItem(MODULE_NAME, config),
_sensor_accel_sub(this, ORB_ID(sensor_accel), accel_index),
_sensor_accel_sub(ORB_ID(sensor_accel), accel_index),
_sensor_gyro_sub(this, ORB_ID(sensor_gyro), gyro_index),
_instance(instance)
{
const float configured_interval_us = 1e6f / _param_imu_integ_rate.get();
_imu_integration_interval_us = 1e6f / _param_imu_integ_rate.get();
_accel_integrator.set_reset_interval(configured_interval_us);
_accel_integrator.set_reset_interval(_imu_integration_interval_us);
_accel_integrator.set_reset_samples(sensor_accel_s::ORB_QUEUE_LENGTH);
_gyro_integrator.set_reset_interval(configured_interval_us);
_gyro_integrator.set_reset_interval(_imu_integration_interval_us);
_gyro_integrator.set_reset_samples(sensor_gyro_s::ORB_QUEUE_LENGTH);
#if defined(ENABLE_LOCKSTEP_SCHEDULER)
// currently with lockstep every raw sample needs a corresponding vehicle_imu publication
_sensor_accel_sub.set_required_updates(1);
_sensor_gyro_sub.set_required_updates(1);
#else
// schedule conservatively until the actual accel & gyro rates are known
_sensor_accel_sub.set_required_updates(sensor_accel_s::ORB_QUEUE_LENGTH / 2);
_sensor_gyro_sub.set_required_updates(sensor_gyro_s::ORB_QUEUE_LENGTH / 2);
#endif
@@ -80,9 +78,7 @@ VehicleIMU::~VehicleIMU()
Stop();
perf_free(_accel_generation_gap_perf);
perf_free(_accel_update_perf);
perf_free(_gyro_generation_gap_perf);
perf_free(_gyro_update_perf);
_vehicle_imu_pub.unadvertise();
_vehicle_imu_status_pub.unadvertise();
@@ -94,7 +90,6 @@ bool VehicleIMU::Start()
ParametersUpdate(true);
_sensor_gyro_sub.registerCallback();
_sensor_accel_sub.registerCallback();
ScheduleNow();
return true;
}
@@ -102,7 +97,6 @@ bool VehicleIMU::Start()
void VehicleIMU::Stop()
{
// clear all registered callbacks
_sensor_accel_sub.unregisterCallback();
_sensor_gyro_sub.unregisterCallback();
Deinit();
@@ -133,74 +127,21 @@ void VehicleIMU::ParametersUpdate(bool force)
_param_imu_integ_rate.commit_no_notification();
}
_imu_integration_interval_us = 1000000 / imu_integration_rate_hz;
_imu_integration_interval_us = 1e6f / imu_integration_rate_hz;
if (_param_imu_integ_rate.get() != imu_integ_rate_prev) {
// force update
UpdateIntegratorConfiguration();
_update_integrator_config = true;
}
}
}
bool VehicleIMU::UpdateIntervalAverage(IntervalAverage &intavg, const hrt_abstime &timestamp_sample, uint8_t samples)
{
bool updated = false;
// conservative maximum time between samples to reject large gaps and reset averaging
uint32_t max_interval_us = 10000; // 100 Hz
uint32_t min_interval_us = 100; // 10,000 Hz
if (intavg.update_interval > 0.f) {
// if available use previously calculated interval as bounds
max_interval_us = roundf(1.5f * intavg.update_interval);
min_interval_us = roundf(0.5f * intavg.update_interval);
}
const uint32_t interval_us = (timestamp_sample - intavg.timestamp_sample_last);
if ((intavg.timestamp_sample_last > 0) && (interval_us < max_interval_us) && (interval_us > min_interval_us)) {
intavg.interval_sum += interval_us;
intavg.interval_samples += samples;
intavg.interval_count++;
// periodically calculate sensor update rate
if (intavg.interval_count > 10000 || ((intavg.update_interval <= FLT_EPSILON) && intavg.interval_count > 100)) {
const float sample_interval_avg = (float)intavg.interval_sum / (float)intavg.interval_count;
if (PX4_ISFINITE(sample_interval_avg) && (sample_interval_avg > 0.f)) {
// update if interval has changed by more than 0.5%
if ((fabsf(intavg.update_interval - sample_interval_avg) / intavg.update_interval) > 0.005f) {
intavg.update_interval = sample_interval_avg;
intavg.update_interval_raw = (float)intavg.interval_sum / (float)intavg.interval_samples;
updated = true;
}
}
// reset sample interval accumulator
intavg.interval_sum = 0.f;
intavg.interval_samples = 0;
intavg.interval_count = 0;
}
} else {
// reset
intavg.interval_sum = 0.f;
intavg.interval_samples = 0;
intavg.interval_count = 0;
}
intavg.timestamp_sample_last = timestamp_sample;
return updated;
}
void VehicleIMU::Run()
{
const hrt_abstime now_us = hrt_absolute_time();
// backup schedule
ScheduleDelayed(10_ms);
ScheduleDelayed(_backup_schedule_timeout_us);
ParametersUpdate();
@@ -208,53 +149,123 @@ void VehicleIMU::Run()
return;
}
UpdateGyro();
UpdateAccel();
// reset data gap monitor
_data_gap = false;
if (_sensor_data_gap) {
_consecutive_data_gap++;
while (_sensor_gyro_sub.updated() || _sensor_accel_sub.updated()) {
bool updated = false;
// if there's consistently a gap in data start monitoring publication interval again
if (_consecutive_data_gap > 10) {
_intervals_configured = false;
bool consume_all_gyro = !_intervals_configured || _data_gap;
// monitor scheduling latency and force catch up with latest gyro if falling behind
if (_sensor_gyro_sub.updated() && _gyro_update_latency_mean.valid()
&& (_gyro_update_latency_mean.mean()(1) > (1.5f * _gyro_interval_us * 1e-6f))) {
PX4_DEBUG("gyro update mean sample latency: %.6f, publish latency %.6f us",
(double)_gyro_update_latency_mean.mean()(0),
(double)_gyro_update_latency_mean.mean()(1));
consume_all_gyro = true;
}
_sensor_data_gap = false;
// update gyro until integrator ready and not falling behind
if (!_gyro_integrator.integral_ready() || consume_all_gyro) {
if (UpdateGyro()) {
updated = true;
}
}
} else {
_consecutive_data_gap = 0;
bool consume_all_accel = !_intervals_configured || _data_gap
|| (_accel_timestamp_sample_last < (_gyro_timestamp_sample_last - 0.5f * _accel_interval_us));
// update accel until integrator ready and caught up to gyro
if (!_accel_integrator.integral_ready() || consume_all_accel) {
if (UpdateAccel()) {
updated = true;
}
}
// reconfigure integrators if calculated sensor intervals have changed
if (_update_integrator_config || !_intervals_configured) {
UpdateIntegratorConfiguration();
}
// check for additional updates and that we're fully caught up before publishing
if ((consume_all_gyro && _sensor_gyro_sub.updated()) || (consume_all_accel && _sensor_accel_sub.updated())) {
continue;
}
if (_intervals_configured) {
if (Publish()) {
// record gyro publication latency and integrated samples
if (_gyro_update_latency_mean.count() > 10000) {
// reset periodically to avoid numerical issues
_gyro_update_latency_mean.reset();
}
const float time_run_s = now_us * 1e-6f;
const float time_gyro_timestamp_last_s = _gyro_timestamp_last * 1e-6f;
const float time_gyro_timestamp_sample_last_s = _gyro_timestamp_sample_last * 1e-6f;
_gyro_update_latency_mean.update(Vector2f{time_run_s - time_gyro_timestamp_sample_last_s, time_run_s - time_gyro_timestamp_last_s});
return;
}
}
// finish if there are no more updates, but didn't publish
if (!updated) {
return;
}
}
// reconfigure integrators if calculated sensor intervals have changed
if (_update_integrator_config) {
UpdateIntegratorConfiguration();
_update_integrator_config = false;
}
Publish();
}
void VehicleIMU::UpdateAccel()
bool VehicleIMU::UpdateAccel()
{
// update accel, stopping once caught up to the last gyro sample
bool updated = false;
// integrate queued accel
sensor_accel_s accel;
while (_sensor_accel_sub.update(&accel)) {
perf_count_interval(_accel_update_perf, accel.timestamp_sample);
if (_sensor_accel_sub.update(&accel)) {
if (_sensor_accel_sub.get_last_generation() != _accel_last_generation + 1) {
_sensor_data_gap = true;
_data_gap = true;
perf_count(_accel_generation_gap_perf);
_accel_interval.timestamp_sample_last = 0; // invalidate any ongoing publication rate averaging
// reset average sample measurement
_accel_interval_mean.reset();
} else {
// collect sample interval average for filters
if (!_intervals_configured && UpdateIntervalAverage(_accel_interval, accel.timestamp_sample, accel.samples)) {
_update_integrator_config = true;
_publish_status = true;
_status.accel_rate_hz = 1e6f / _accel_interval.update_interval;
_status.accel_raw_rate_hz = 1e6f / _accel_interval.update_interval_raw;
if (_accel_timestamp_sample_last != 0) {
float interval_us = accel.timestamp_sample - _accel_timestamp_sample_last;
_accel_interval_mean.update(Vector2f{interval_us, interval_us / accel.samples});
}
if (_accel_interval_mean.valid()
&& ((_accel_interval_mean.variance()(0) < _accel_interval_best_variance) || (_accel_interval_mean.count() > 1000))) {
// update sample rate if previously invalid or changed
const float interval_delta_us = fabsf(_accel_interval_mean.mean()(0) - _accel_interval_us);
const float percent_changed = interval_delta_us / _accel_interval_us;
if (!PX4_ISFINITE(_accel_interval_us) || (percent_changed > 0.001f)) {
// update integrator configuration if interval has changed by more than 10%
if (interval_delta_us > 0.1f * _accel_interval_us) {
_update_integrator_config = true;
}
_accel_interval_us = _accel_interval_mean.mean()(0);
_accel_interval_best_variance = _accel_interval_mean.variance()(0);
_status.accel_rate_hz = 1e6f / _accel_interval_mean.mean()(0);
_status.accel_raw_rate_hz = 1e6f / _accel_interval_mean.mean()(1); // FIFO
_publish_status = true;
}
if (_accel_interval_mean.count() > 10000) {
// reset periodically to prevent numerical issues
_accel_interval_mean.reset();
}
}
}
@@ -272,13 +283,13 @@ void VehicleIMU::UpdateAccel()
_accel_temperature += accel.temperature;
_accel_sum_count++;
const float dt = (accel.timestamp_sample - _last_timestamp_sample_accel) * 1e-6f;
_last_timestamp_sample_accel = accel.timestamp_sample;
const float dt = (accel.timestamp_sample - _accel_timestamp_sample_last) * 1e-6f;
_accel_timestamp_sample_last = accel.timestamp_sample;
_accel_integrator.put(accel_raw, dt);
updated = true;
if (accel.clip_counter[0] > 0 || accel.clip_counter[1] > 0 || accel.clip_counter[2] > 0) {
// rotate sensor clip counts into vehicle body frame
const Vector3f clipping{_accel_calibration.rotation() *
Vector3f{(float)accel.clip_counter[0], (float)accel.clip_counter[1], (float)accel.clip_counter[2]}};
@@ -317,41 +328,62 @@ void VehicleIMU::UpdateAccel()
}
}
}
// break once caught up to gyro
if (!_sensor_data_gap && _intervals_configured
&& (_last_timestamp_sample_accel >= (_last_timestamp_sample_gyro - 0.5f * _accel_interval.update_interval))) {
break;
}
}
return updated;
}
void VehicleIMU::UpdateGyro()
bool VehicleIMU::UpdateGyro()
{
bool updated = false;
// integrate queued gyro
sensor_gyro_s gyro;
while (_sensor_gyro_sub.update(&gyro)) {
perf_count_interval(_gyro_update_perf, gyro.timestamp_sample);
if (_sensor_gyro_sub.get_last_generation() != _gyro_last_generation + 1) {
_sensor_data_gap = true;
_data_gap = true;
perf_count(_gyro_generation_gap_perf);
_gyro_interval.timestamp_sample_last = 0; // invalidate any ongoing publication rate averaging
// reset average sample measurement
_gyro_interval_mean.reset();
} else {
// collect sample interval average for filters
if (!_intervals_configured && UpdateIntervalAverage(_gyro_interval, gyro.timestamp_sample, gyro.samples)) {
_update_integrator_config = true;
_publish_status = true;
_status.gyro_rate_hz = 1e6f / _gyro_interval.update_interval;
_status.gyro_raw_rate_hz = 1e6f / _gyro_interval.update_interval_raw;
if (_gyro_timestamp_sample_last != 0) {
float interval_us = gyro.timestamp_sample - _gyro_timestamp_sample_last;
_gyro_interval_mean.update(Vector2f{interval_us, interval_us / gyro.samples});
}
if (_gyro_interval_mean.valid()
&& ((_gyro_interval_mean.variance()(0) < _gyro_interval_best_variance) || (_gyro_interval_mean.count() > 1000))) {
// update sample rate if previously invalid or changed
const float interval_delta_us = fabsf(_gyro_interval_mean.mean()(0) - _gyro_interval_us);
const float percent_changed = interval_delta_us / _gyro_interval_us;
if (!PX4_ISFINITE(_gyro_interval_us) || (percent_changed > 0.001f)) {
// update integrator configuration if interval has changed by more than 10%
if (interval_delta_us > 0.1f * _gyro_interval_us) {
_update_integrator_config = true;
}
_gyro_interval_us = _gyro_interval_mean.mean()(0);
_gyro_interval_best_variance = _gyro_interval_mean.variance()(0);
_status.gyro_rate_hz = 1e6f / _gyro_interval_mean.mean()(0);
_status.gyro_raw_rate_hz = 1e6f / _gyro_interval_mean.mean()(1); // FIFO
_publish_status = true;
}
if (_gyro_interval_mean.count() > 10000) {
// reset periodically to prevent numerical issues
_gyro_interval_mean.reset();
}
}
}
_gyro_last_generation = _sensor_gyro_sub.get_last_generation();
_gyro_timestamp_last = gyro.timestamp;
_gyro_calibration.set_device_id(gyro.device_id);
@@ -365,22 +397,20 @@ void VehicleIMU::UpdateGyro()
_gyro_temperature += gyro.temperature;
_gyro_sum_count++;
const float dt = (gyro.timestamp_sample - _last_timestamp_sample_gyro) * 1e-6f;
_last_timestamp_sample_gyro = gyro.timestamp_sample;
const float dt = (gyro.timestamp_sample - _gyro_timestamp_sample_last) * 1e-6f;
_gyro_timestamp_sample_last = gyro.timestamp_sample;
_gyro_integrator.put(gyro_raw, dt);
// break if interval is configured and we haven't fallen behind
if (_intervals_configured && _gyro_integrator.integral_ready()
&& (hrt_elapsed_time(&gyro.timestamp) < _imu_integration_interval_us) && !_sensor_data_gap) {
break;
}
updated = true;
}
return updated;
}
void VehicleIMU::Publish()
bool VehicleIMU::Publish()
{
bool updated = false;
// publish if both accel & gyro integrators are ready
if (_accel_integrator.integral_ready() && _gyro_integrator.integral_ready()) {
@@ -431,12 +461,14 @@ void VehicleIMU::Publish()
_status.timestamp = hrt_absolute_time();
_vehicle_imu_status_pub.publish(_status);
_publish_status = false;
}
// publish vehicle_imu
vehicle_imu_s imu;
imu.timestamp_sample = _last_timestamp_sample_gyro;
imu.timestamp_sample = _gyro_timestamp_sample_last;
imu.accel_device_id = _accel_calibration.device_id();
imu.gyro_device_id = _gyro_calibration.device_id();
delta_angle_corrected.copyTo(imu.delta_angle);
@@ -447,48 +479,60 @@ void VehicleIMU::Publish()
imu.calibration_count = _accel_calibration.calibration_count() + _gyro_calibration.calibration_count();
imu.timestamp = hrt_absolute_time();
_vehicle_imu_pub.publish(imu);
updated = true;
}
// reset clip counts
_delta_velocity_clipping = 0;
return;
}
}
return updated;
}
void VehicleIMU::UpdateIntegratorConfiguration()
{
if ((_accel_interval.update_interval > 0) && (_gyro_interval.update_interval > 0)) {
const float configured_interval_us = 1e6f / _param_imu_integ_rate.get();
if (PX4_ISFINITE(_accel_interval_us) && PX4_ISFINITE(_gyro_interval_us)) {
// determine number of sensor samples that will get closest to the desired integration interval
const uint8_t accel_integral_samples = math::max(1.f, roundf(configured_interval_us / _accel_interval.update_interval));
const uint8_t gyro_integral_samples = math::max(1.f, roundf(configured_interval_us / _gyro_interval.update_interval));
uint8_t gyro_integral_samples = math::max(1, (int)roundf(_imu_integration_interval_us / _gyro_interval_us));
// if gyro samples exceeds queue depth, instead round to nearest even integer to improve scheduling options
if (gyro_integral_samples > sensor_gyro_s::ORB_QUEUE_LENGTH) {
gyro_integral_samples = math::max(1, (int)roundf(_imu_integration_interval_us / _gyro_interval_us / 2) * 2);
}
uint32_t integration_interval_us = roundf(gyro_integral_samples * _gyro_interval_us);
// accel follows gyro as closely as possible
uint8_t accel_integral_samples = math::max(1, (int)roundf(integration_interval_us / _accel_interval_us));
// let the gyro set the configuration and scheduling
// accel integrator will be forced to reset when gyro integrator is ready
_gyro_integrator.set_reset_samples(gyro_integral_samples);
_accel_integrator.set_reset_samples(1);
// relaxed minimum integration time required
_accel_integrator.set_reset_interval(roundf((accel_integral_samples - 0.5f) * _accel_interval.update_interval));
_gyro_integrator.set_reset_interval(roundf((gyro_integral_samples - 0.5f) * _gyro_interval.update_interval));
_accel_integrator.set_reset_interval(roundf((accel_integral_samples - 0.5f) * _accel_interval_us));
_accel_integrator.set_reset_samples(accel_integral_samples);
_backup_schedule_timeout_us = sensor_accel_s::ORB_QUEUE_LENGTH * _accel_interval_us;
_gyro_integrator.set_reset_interval(roundf((gyro_integral_samples - 0.5f) * _gyro_interval_us));
_gyro_integrator.set_reset_samples(gyro_integral_samples);
// gyro: find largest integer multiple of gyro_integral_samples
for (int n = sensor_gyro_s::ORB_QUEUE_LENGTH; n > 0; n--) {
if (gyro_integral_samples > sensor_gyro_s::ORB_QUEUE_LENGTH) {
gyro_integral_samples /= 2;
}
if (gyro_integral_samples % n == 0) {
_sensor_gyro_sub.set_required_updates(n);
// run when there are enough new gyro samples, unregister accel
_sensor_accel_sub.unregisterCallback();
_intervals_configured = true; // stop monitoring topic publication rates
_intervals_configured = true;
_update_integrator_config = false;
PX4_DEBUG("accel (%d), gyro (%d), accel samples: %d, gyro samples: %d, accel interval: %.1f, gyro interval: %.1f sub samples: %d",
_accel_calibration.device_id(), _gyro_calibration.device_id(), accel_integral_samples, gyro_integral_samples,
(double)_accel_interval.update_interval, (double)_gyro_interval.update_interval, n);
(double)_accel_interval_us, (double)_gyro_interval_us, n);
break;
}
@@ -520,20 +564,12 @@ void VehicleIMU::UpdateGyroVibrationMetrics(const Vector3f &delta_angle)
void VehicleIMU::PrintStatus()
{
if (_accel_calibration.device_id() == _gyro_calibration.device_id()) {
PX4_INFO("%d - IMU ID: %d, accel interval: %.1f us, gyro interval: %.1f us", _instance, _accel_calibration.device_id(),
(double)_accel_interval.update_interval, (double)_gyro_interval.update_interval);
} else {
PX4_INFO("%d - Accel ID: %d, interval: %.1f us, Gyro ID: %d, interval: %.1f us", _instance,
_accel_calibration.device_id(),
(double)_accel_interval.update_interval, _gyro_calibration.device_id(), (double)_gyro_interval.update_interval);
}
PX4_INFO("%d - Accel ID: %d, interval: %.1f us (SD %.1f us), Gyro ID: %d, interval: %.1f us (SD %.1f us)", _instance,
_accel_calibration.device_id(), (double)_accel_interval_us, (double)sqrtf(_accel_interval_best_variance),
_gyro_calibration.device_id(), (double)_gyro_interval_us, (double)sqrtf(_gyro_interval_best_variance));
perf_print_counter(_accel_generation_gap_perf);
perf_print_counter(_gyro_generation_gap_perf);
perf_print_counter(_accel_update_perf);
perf_print_counter(_gyro_update_perf);
_accel_calibration.PrintStatus();
_gyro_calibration.PrintStatus();
+27 -26
View File
@@ -36,6 +36,7 @@
#include "Integrator.hpp"
#include <lib/mathlib/math/Limits.hpp>
#include <lib/mathlib/math/WelfordMean.hpp>
#include <lib/matrix/matrix/math.hpp>
#include <lib/perf/perf_counter.h>
#include <lib/sensor_calibration/Accelerometer.hpp>
@@ -72,31 +73,23 @@ public:
void PrintStatus();
private:
struct IntervalAverage {
hrt_abstime timestamp_sample_last{0};
uint32_t interval_sum{0};
uint32_t interval_samples{0};
uint32_t interval_count{0};
float update_interval{0.f};
float update_interval_raw{0.f};
};
void ParametersUpdate(bool force = false);
void Publish();
bool Publish();
void Run() override;
void UpdateAccel();
void UpdateAccelVibrationMetrics(const matrix::Vector3f &delta_velocity);
void UpdateGyro();
void UpdateGyroVibrationMetrics(const matrix::Vector3f &delta_angle);
bool UpdateIntervalAverage(IntervalAverage &intavg, const hrt_abstime &timestamp_sample, uint8_t samples = 1);
bool UpdateAccel();
bool UpdateGyro();
void UpdateIntegratorConfiguration();
void UpdateAccelVibrationMetrics(const matrix::Vector3f &delta_velocity);
void UpdateGyroVibrationMetrics(const matrix::Vector3f &delta_angle);
uORB::PublicationMulti<vehicle_imu_s> _vehicle_imu_pub{ORB_ID(vehicle_imu)};
uORB::PublicationMulti<vehicle_imu_status_s> _vehicle_imu_status_pub{ORB_ID(vehicle_imu_status)};
uORB::SubscriptionInterval _parameter_update_sub{ORB_ID(parameter_update), 1_s};
uORB::SubscriptionCallbackWorkItem _sensor_accel_sub;
uORB::Subscription _sensor_accel_sub;
uORB::SubscriptionCallbackWorkItem _sensor_gyro_sub;
calibration::Accelerometer _accel_calibration{};
@@ -105,17 +98,25 @@ private:
Integrator _accel_integrator{};
IntegratorConing _gyro_integrator{};
hrt_abstime _last_timestamp_sample_accel{0};
hrt_abstime _last_timestamp_sample_gyro{0};
uint32_t _imu_integration_interval_us{5000};
uint32_t _imu_integration_interval_us{4000};
hrt_abstime _accel_timestamp_sample_last{0};
hrt_abstime _gyro_timestamp_sample_last{0};
hrt_abstime _gyro_timestamp_last{0};
IntervalAverage _accel_interval{};
IntervalAverage _gyro_interval{};
math::WelfordMean<matrix::Vector2f> _accel_interval_mean{};
math::WelfordMean<matrix::Vector2f> _gyro_interval_mean{};
math::WelfordMean<matrix::Vector2f> _gyro_update_latency_mean{};
float _accel_interval_best_variance{INFINITY};
float _gyro_interval_best_variance{INFINITY};
float _accel_interval_us{NAN};
float _gyro_interval_us{NAN};
unsigned _accel_last_generation{0};
unsigned _gyro_last_generation{0};
unsigned _consecutive_data_gap{0};
matrix::Vector3f _accel_sum{};
matrix::Vector3f _gyro_sum{};
@@ -135,16 +136,16 @@ private:
uint64_t _last_clipping_notify_total_count{0};
orb_advert_t _mavlink_log_pub{nullptr};
bool _update_integrator_config{false};
bool _sensor_data_gap{false};
uint32_t _backup_schedule_timeout_us{20000};
bool _data_gap{false};
bool _update_integrator_config{true};
bool _intervals_configured{false};
bool _publish_status{false};
const uint8_t _instance;
perf_counter_t _accel_update_perf{perf_alloc(PC_INTERVAL, MODULE_NAME": accel update interval")};
perf_counter_t _accel_generation_gap_perf{perf_alloc(PC_COUNT, MODULE_NAME": accel data gap")};
perf_counter_t _gyro_update_perf{perf_alloc(PC_INTERVAL, MODULE_NAME": gyro update interval")};
perf_counter_t _gyro_generation_gap_perf{perf_alloc(PC_COUNT, MODULE_NAME": gyro data gap")};
DEFINE_PARAMETERS(