ekf2: ImuDownSampler simple accumulation

This commit is contained in:
Daniel Agar
2024-08-15 17:58:26 -04:00
parent f7e6e1354a
commit a9e46f5acd
2 changed files with 25 additions and 46 deletions
@@ -7,44 +7,38 @@ ImuDownSampler::ImuDownSampler(int32_t &target_dt_us) : _target_dt_us(target_dt_
reset();
}
// integrate imu samples until target dt reached
// assumes that dt of the gyroscope is close to the dt of the accelerometer
// returns true if target dt is reached
bool ImuDownSampler::update(const imuSample &imu_sample_new)
bool ImuDownSampler::update(const imuSample &imu)
{
_delta_ang_dt_avg = 0.9f * _delta_ang_dt_avg + 0.1f * imu_sample_new.delta_ang_dt;
_delta_ang_dt_avg = 0.9f * _delta_ang_dt_avg + 0.1f * imu.delta_ang_dt;
// accumulate time deltas
_imu_down_sampled.time_us = imu_sample_new.time_us;
_imu_down_sampled.delta_ang_dt += imu_sample_new.delta_ang_dt;
_imu_down_sampled.delta_vel_dt += imu_sample_new.delta_vel_dt;
_imu_down_sampled.delta_vel_clipping[0] |= imu_sample_new.delta_vel_clipping[0];
_imu_down_sampled.delta_vel_clipping[1] |= imu_sample_new.delta_vel_clipping[1];
_imu_down_sampled.delta_vel_clipping[2] |= imu_sample_new.delta_vel_clipping[2];
// use a quaternion to accumulate delta angle data
// this quaternion represents the rotation from the start to end of the accumulation period
const Quatf delta_q(AxisAnglef(imu_sample_new.delta_ang));
_delta_angle_accumulated = _delta_angle_accumulated * delta_q;
_delta_angle_accumulated.normalize();
// rotate the accumulated delta velocity data forward each time so it is always in the updated rotation frame
const Dcmf delta_R(delta_q.inversed());
_imu_down_sampled.delta_vel = delta_R * _imu_down_sampled.delta_vel;
// accumulate the most recent delta velocity data at the updated rotation frame
// assume effective sample time is halfway between the previous and current rotation frame
_imu_down_sampled.delta_vel += (imu_sample_new.delta_vel + delta_R * imu_sample_new.delta_vel) * 0.5f;
_imu_down_sampled.time_us = imu.time_us;
_imu_down_sampled.delta_ang += imu.delta_ang;
_imu_down_sampled.delta_vel += imu.delta_vel;
_imu_down_sampled.delta_ang_dt += imu.delta_ang_dt;
_imu_down_sampled.delta_vel_dt += imu.delta_vel_dt;
_imu_down_sampled.delta_vel_clipping[0] |= imu.delta_vel_clipping[0];
_imu_down_sampled.delta_vel_clipping[1] |= imu.delta_vel_clipping[1];
_imu_down_sampled.delta_vel_clipping[2] |= imu.delta_vel_clipping[2];
_accumulated_samples++;
// required number of samples accumulated and the total time is at least half of the target
// OR total time already exceeds the target
if ((_accumulated_samples >= _required_samples && _imu_down_sampled.delta_ang_dt > _min_dt_s)
|| (_imu_down_sampled.delta_ang_dt > _target_dt_s)) {
_imu_down_sampled.delta_ang = AxisAnglef(_delta_angle_accumulated);
// target dt in seconds safely constrained
const float constrained_target_dt_s = math::constrain(_target_dt_us, (int32_t)1000, (int32_t)100000) * 1e-6f;
const int required_samples = math::max((int)roundf(constrained_target_dt_s / _delta_ang_dt_avg), 1);
float target_dt_s = required_samples * _delta_ang_dt_avg;
// minimum delta angle dt (in addition to number of samples)
float min_dt_s = math::max(_delta_ang_dt_avg * (required_samples - 1.f), _delta_ang_dt_avg * 0.5f);
if ((_accumulated_samples >= required_samples && _imu_down_sampled.delta_ang_dt > min_dt_s)
|| (_imu_down_sampled.delta_ang_dt > target_dt_s)
) {
return true;
}
@@ -54,16 +48,5 @@ bool ImuDownSampler::update(const imuSample &imu_sample_new)
void ImuDownSampler::reset()
{
_imu_down_sampled = {};
_delta_angle_accumulated.setIdentity();
_accumulated_samples = 0;
// target dt in seconds safely constrained
float target_dt_s = math::constrain(_target_dt_us, (int32_t)1000, (int32_t)100000) * 1e-6f;
_required_samples = math::max((int)roundf(target_dt_s / _delta_ang_dt_avg), 1);
_target_dt_s = _required_samples * _delta_ang_dt_avg;
// minimum delta angle dt (in addition to number of samples)
_min_dt_s = math::max(_delta_ang_dt_avg * (_required_samples - 1.f), _delta_ang_dt_avg * 0.5f);
}
@@ -51,6 +51,8 @@ public:
explicit ImuDownSampler(int32_t &target_dt_us);
~ImuDownSampler() = default;
// integrate imu samples until target dt reached
// returns true if target dt is reached
bool update(const imuSample &imu_sample_new);
imuSample getDownSampledImuAndTriggerReset()
@@ -64,16 +66,10 @@ private:
void reset();
imuSample _imu_down_sampled{};
Quatf _delta_angle_accumulated{};
int _accumulated_samples{0};
int _required_samples{1};
int32_t &_target_dt_us;
float _target_dt_s{0.010f};
float _min_dt_s{0.005f};
float _delta_ang_dt_avg{0.005f};
};
#endif // !EKF_IMU_DOWN_SAMPLER_HPP