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ekf2: make filter update period configurable
- introduces new parameter EKF2_PREDICT_US to configure the filter update period in microseconds - actual filter update period will be an integer multiple of IMU
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@@ -1,23 +1,26 @@
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#include "imu_down_sampler.hpp"
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ImuDownSampler::ImuDownSampler(float target_dt_sec) : _target_dt{target_dt_sec} { reset(); }
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#include <lib/mathlib/mathlib.h>
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ImuDownSampler::ImuDownSampler(int32_t &target_dt_us) : _target_dt_us(target_dt_us)
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{
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reset();
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}
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// integrate imu samples until target dt reached
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// assumes that dt of the gyroscope is close to the dt of the accelerometer
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// returns true if target dt is reached
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bool ImuDownSampler::update(const imuSample &imu_sample_new)
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{
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if (_do_reset) {
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reset();
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}
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_delta_ang_dt_avg = 0.9f * _delta_ang_dt_avg + 0.1f * imu_sample_new.delta_ang_dt;
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// accumulate time deltas
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_imu_down_sampled.time_us = imu_sample_new.time_us;
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_imu_down_sampled.delta_ang_dt += imu_sample_new.delta_ang_dt;
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_imu_down_sampled.delta_vel_dt += imu_sample_new.delta_vel_dt;
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_imu_down_sampled.time_us = imu_sample_new.time_us;
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_imu_down_sampled.delta_vel_clipping[0] += imu_sample_new.delta_vel_clipping[0];
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_imu_down_sampled.delta_vel_clipping[1] += imu_sample_new.delta_vel_clipping[1];
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_imu_down_sampled.delta_vel_clipping[2] += imu_sample_new.delta_vel_clipping[2];
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_imu_down_sampled.delta_vel_clipping[0] |= imu_sample_new.delta_vel_clipping[0];
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_imu_down_sampled.delta_vel_clipping[1] |= imu_sample_new.delta_vel_clipping[1];
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_imu_down_sampled.delta_vel_clipping[2] |= imu_sample_new.delta_vel_clipping[2];
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// use a quaternion to accumulate delta angle data
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// this quaternion represents the rotation from the start to end of the accumulation period
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@@ -33,33 +36,34 @@ bool ImuDownSampler::update(const imuSample &imu_sample_new)
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// assume effective sample time is halfway between the previous and current rotation frame
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_imu_down_sampled.delta_vel += (imu_sample_new.delta_vel + delta_R * imu_sample_new.delta_vel) * 0.5f;
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// check if the target time delta between filter prediction steps has been exceeded
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if (_imu_down_sampled.delta_ang_dt >= _target_dt - _imu_collection_time_adj) {
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// accumulate the amount of time to advance the IMU collection time so that we meet the
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// average EKF update rate requirement
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_imu_collection_time_adj += 0.01f * (_imu_down_sampled.delta_ang_dt - _target_dt);
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_imu_collection_time_adj = math::constrain(_imu_collection_time_adj, -0.5f * _target_dt,
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0.5f * _target_dt);
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_accumulated_samples++;
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// required number of samples accumulated and the total time is at least half of the target
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// OR total time already exceeds the target
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if ((_accumulated_samples >= _required_samples && _imu_down_sampled.delta_ang_dt > _min_dt_s)
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|| (_imu_down_sampled.delta_ang_dt > _target_dt_s)) {
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_imu_down_sampled.delta_ang = AxisAnglef(_delta_angle_accumulated);
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return true;
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} else {
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return false;
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}
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return false;
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}
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void ImuDownSampler::reset()
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{
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_imu_down_sampled.delta_ang.setZero();
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_imu_down_sampled.delta_vel.setZero();
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_imu_down_sampled.delta_ang_dt = 0.0f;
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_imu_down_sampled.delta_vel_dt = 0.0f;
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_imu_down_sampled.delta_vel_clipping[0] = false;
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_imu_down_sampled.delta_vel_clipping[1] = false;
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_imu_down_sampled.delta_vel_clipping[2] = false;
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_imu_down_sampled = {};
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_delta_angle_accumulated.setIdentity();
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_do_reset = false;
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_accumulated_samples = 0;
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// target dt in seconds safely constrained
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float target_dt_s = math::constrain(_target_dt_us, (int32_t)1000, (int32_t)100000) * 1e-6f;
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_required_samples = math::max((int)roundf(target_dt_s / _delta_ang_dt_avg), 1);
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_target_dt_s = _required_samples * _delta_ang_dt_avg;
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// minimum delta angle dt (in addition to number of samples)
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_min_dt_s = math::max(_delta_ang_dt_avg * (_required_samples - 1.f), _delta_ang_dt_avg * 0.5f);
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}
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