Files
PX4-Autopilot/src/modules/sensors/vehicle_imu/Integrator.hpp
T
Daniel Agar f0d8d53da6 sensors/vehicle_imu: minor IMU integration improvements
- IMU integrator set max dt based on final return size (uint16)
 - improve integration consuming gyro as needed then integrate all available accel until caught up
 - increase required number of samples for sensor rate measurement (online Welford mean)
2021-06-29 10:43:09 -04:00

215 lines
6.5 KiB
C++

/****************************************************************************
*
* Copyright (c) 2015-2021 PX4 Development Team. All rights reserved.
*
* Redistribution and use in source and binary forms, with or without
* modification, are permitted provided that the following conditions
* are met:
*
* 1. Redistributions of source code must retain the above copyright
* notice, this list of conditions and the following disclaimer.
* 2. Redistributions in binary form must reproduce the above copyright
* notice, this list of conditions and the following disclaimer in
* the documentation and/or other materials provided with the
* distribution.
* 3. Neither the name PX4 nor the names of its contributors may be
* used to endorse or promote products derived from this software
* without specific prior written permission.
*
* THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
* "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
* LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS
* FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE
* COPYRIGHT OWNER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT,
* INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING,
* BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS
* OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED
* AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT
* LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN
* ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE
* POSSIBILITY OF SUCH DAMAGE.
*
****************************************************************************/
/**
* @file Integrator.hpp
*
* A resettable integrator
*
* @author Lorenz Meier <lorenz@px4.io>
* @author Julian Oes <julian@oes.ch>
*/
#pragma once
#include <mathlib/mathlib.h>
#include <matrix/math.hpp>
class Integrator
{
public:
Integrator() = default;
~Integrator() = default;
static constexpr float DT_MIN{FLT_MIN};
static constexpr float DT_MAX{static_cast<float>(UINT16_MAX) * 1e-6f};
/**
* Put an item into the integral.
*
* @param timestamp Timestamp of the current value.
* @param val Item to put.
* @return true if data was accepted and integrated.
*/
inline void put(const matrix::Vector3f &val, const float dt)
{
if ((dt > DT_MIN) && (_integral_dt + dt < DT_MAX)) {
_alpha += integrate(val, dt);
} else {
reset();
_last_val = val;
}
}
/**
* Set reset interval during runtime. This won't reset the integrator.
*
* @param reset_interval New reset time interval for the integrator in microseconds.
*/
void set_reset_interval(uint32_t reset_interval_us) { _reset_interval_min = reset_interval_us * 1e-6f; }
/**
* Set required samples for reset. This won't reset the integrator.
*
* @param reset_samples New reset time interval for the integrator.
*/
void set_reset_samples(uint8_t reset_samples) { _reset_samples_min = reset_samples; }
uint8_t get_reset_samples() const { return _reset_samples_min; }
/**
* Is the Integrator ready to reset?
*
* @return true if integrator has sufficient data (minimum interval & samples satisfied) to reset.
*/
inline bool integral_ready() const { return (_integrated_samples >= _reset_samples_min) || (_integral_dt >= _reset_interval_min); }
void reset()
{
_alpha.zero();
_integral_dt = 0;
_integrated_samples = 0;
}
/* Reset integrator and return current integral & integration time
*
* @param integral_dt Get the dt in us of the current integration.
* @return true if integral valid
*/
bool reset(matrix::Vector3f &integral, uint16_t &integral_dt)
{
if (integral_ready()) {
integral = _alpha;
integral_dt = roundf(_integral_dt * 1e6f); // seconds to microseconds
reset();
return true;
}
return false;
}
protected:
inline matrix::Vector3f integrate(const matrix::Vector3f &val, const float dt)
{
// Use trapezoidal integration to calculate the delta integral
_integrated_samples++;
_integral_dt += dt;
const matrix::Vector3f delta_alpha{(val + _last_val) *dt * 0.5f};
_last_val = val;
return delta_alpha;
}
matrix::Vector3f _alpha{0.f, 0.f, 0.f}; /**< integrated value before coning corrections are applied */
matrix::Vector3f _last_val{0.f, 0.f, 0.f}; /**< previous input */
float _integral_dt{0};
float _reset_interval_min{0.005f}; /**< the interval after which the content will be published and the integrator reset */
uint8_t _reset_samples_min{1};
uint8_t _integrated_samples{0};
};
class IntegratorConing : public Integrator
{
public:
IntegratorConing() = default;
~IntegratorConing() = default;
/**
* Put an item into the integral.
*
* @param timestamp Timestamp of the current value.
* @param val Item to put.
* @return true if data was accepted and integrated.
*/
inline void put(const matrix::Vector3f &val, const float dt)
{
if ((dt > DT_MIN) && (_integral_dt + dt < DT_MAX)) {
// Use trapezoidal integration to calculate the delta integral
const matrix::Vector3f delta_alpha{integrate(val, dt)};
// Calculate coning corrections
// Coning compensation derived by Paul Riseborough and Jonathan Challinger,
// following:
// Strapdown Inertial Navigation Integration Algorithm Design Part 1: Attitude Algorithms
// Sourced: https://arc.aiaa.org/doi/pdf/10.2514/2.4228
// Simulated: https://github.com/priseborough/InertialNav/blob/master/models/imu_error_modelling.m
_beta += ((_last_alpha + _last_delta_alpha * (1.f / 6.f)) % delta_alpha) * 0.5f;
_last_delta_alpha = delta_alpha;
_last_alpha = _alpha;
// accumulate delta integrals
_alpha += delta_alpha;
} else {
reset();
_last_val = val;
}
}
void reset()
{
Integrator::reset();
_beta.zero();
_last_alpha.zero();
}
/* Reset integrator and return current integral & integration time
*
* @param integral_dt Get the dt in us of the current integration.
* @return true if integral valid
*/
bool reset(matrix::Vector3f &integral, uint16_t &integral_dt)
{
if (Integrator::reset(integral, integral_dt)) {
// apply coning corrections
integral += _beta;
_beta.zero();
_last_alpha.zero();
return true;
}
return false;
}
private:
matrix::Vector3f _beta{0.f, 0.f, 0.f}; /**< accumulated coning corrections */
matrix::Vector3f _last_delta_alpha{0.f, 0.f, 0.f}; /**< integral from previous previous sampling interval */
matrix::Vector3f _last_alpha{0.f, 0.f, 0.f}; /**< previous value of _alpha */
};