wind_estimator: move from ecl and consolidate airspeed selector

This commit is contained in:
Daniel Agar
2021-07-14 17:15:47 -04:00
parent fedf8f0266
commit 6f6d3f98a6
11 changed files with 28 additions and 66 deletions
@@ -0,0 +1,234 @@
/****************************************************************************
*
* Copyright (c) 2019 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 AirspeedValidator.cpp
* Estimates airspeed scale error (from indicated to calibrated airspeed), performes
* checks on airspeed measurement input and reports airspeed valid or invalid.
*/
#include "AirspeedValidator.hpp"
void
AirspeedValidator::update_airspeed_validator(const airspeed_validator_update_data &input_data)
{
// get indicated airspeed from input data (raw airspeed)
_IAS = input_data.airspeed_indicated_raw;
update_CAS_scale();
update_CAS_TAS(input_data.air_pressure_pa, input_data.air_temperature_celsius);
update_wind_estimator(input_data.timestamp, input_data.airspeed_true_raw, input_data.lpos_valid, input_data.lpos_vx,
input_data.lpos_vy,
input_data.lpos_vz, input_data.lpos_evh, input_data.lpos_evv, input_data.att_q);
update_in_fixed_wing_flight(input_data.in_fixed_wing_flight);
check_airspeed_innovation(input_data.timestamp, input_data.vel_test_ratio, input_data.mag_test_ratio);
check_load_factor(input_data.accel_z);
update_airspeed_valid_status(input_data.timestamp);
}
void
AirspeedValidator::reset_airspeed_to_invalid(const uint64_t timestamp)
{
_airspeed_valid = false;
_time_checks_failed = timestamp;
}
void
AirspeedValidator::update_wind_estimator(const uint64_t time_now_usec, float airspeed_true_raw, bool lpos_valid,
float lpos_vx, float lpos_vy,
float lpos_vz, float lpos_evh, float lpos_evv, const float att_q[4])
{
_wind_estimator.update(time_now_usec);
if (lpos_valid && _in_fixed_wing_flight) {
Vector3f vI(lpos_vx, lpos_vy, lpos_vz);
Quatf q(att_q);
// airspeed fusion (with raw TAS)
const Vector3f vel_var{Dcmf(q) *Vector3f{lpos_evh, lpos_evh, lpos_evv}};
_wind_estimator.fuse_airspeed(time_now_usec, airspeed_true_raw, vI, Vector2f{vel_var(0), vel_var(1)});
// sideslip fusion
_wind_estimator.fuse_beta(time_now_usec, vI, q);
}
}
// this function returns the current states of the wind estimator to be published in the airspeed module
airspeed_wind_s
AirspeedValidator::get_wind_estimator_states(uint64_t timestamp)
{
airspeed_wind_s wind_est = {};
wind_est.timestamp = timestamp;
float wind[2];
_wind_estimator.get_wind(wind);
wind_est.windspeed_north = wind[0];
wind_est.windspeed_east = wind[1];
float wind_cov[2];
_wind_estimator.get_wind_var(wind_cov);
wind_est.variance_north = wind_cov[0];
wind_est.variance_east = wind_cov[1];
wind_est.tas_innov = _wind_estimator.get_tas_innov();
wind_est.tas_innov_var = _wind_estimator.get_tas_innov_var();
wind_est.beta_innov = _wind_estimator.get_beta_innov();
wind_est.beta_innov_var = _wind_estimator.get_beta_innov_var();
wind_est.tas_scale = _wind_estimator.get_tas_scale();
return wind_est;
}
void
AirspeedValidator::set_airspeed_scale_manual(float airspeed_scale_manual)
{
_airspeed_scale_manual = airspeed_scale_manual;
_wind_estimator.enforce_airspeed_scale(1.0f / airspeed_scale_manual); // scale is inverted inside the wind estimator
}
void
AirspeedValidator::update_CAS_scale()
{
if (_wind_estimator.is_estimate_valid()) {
_CAS_scale = 1.0f / math::constrain(_wind_estimator.get_tas_scale(), 0.5f, 2.0f);
} else {
_CAS_scale = _airspeed_scale_manual;
}
}
void
AirspeedValidator::update_CAS_TAS(float air_pressure_pa, float air_temperature_celsius)
{
_CAS = calc_CAS_from_IAS(_IAS, _CAS_scale);
_TAS = calc_TAS_from_CAS(_CAS, air_pressure_pa, air_temperature_celsius);
}
void
AirspeedValidator::check_airspeed_innovation(uint64_t time_now, float estimator_status_vel_test_ratio,
float estimator_status_mag_test_ratio)
{
// Check normalised innovation levels with requirement for continuous data and use of hysteresis
// to prevent false triggering.
if (_wind_estimator.get_wind_estimator_reset()) {
_time_wind_estimator_initialized = time_now;
}
// reset states if we are not flying or wind estimator was just initialized/reset
if (!_in_fixed_wing_flight || (time_now - _time_wind_estimator_initialized) < 10_s) {
_innovations_check_failed = false;
_time_last_tas_pass = time_now;
} else {
const float dt_s = math::constrain((time_now - _time_last_aspd_innov_check) / 1e6f, 0.01f, 0.2f); // limit to [100,5] Hz
if ((estimator_status_vel_test_ratio < 1.f) && (estimator_status_mag_test_ratio < 1.f)) {
// nav velocity data is likely good so airspeed innovations are able to be used
// compute the ratio of innovation to gate size
const float tas_test_ratio = _wind_estimator.get_tas_innov() * _wind_estimator.get_tas_innov()
/ (fmaxf(_tas_gate, 1.0f) * fmaxf(_tas_gate, 1.f) * _wind_estimator.get_tas_innov_var());
if (tas_test_ratio > _tas_innov_threshold) {
_apsd_innov_integ_state += dt_s * (tas_test_ratio - _tas_innov_threshold); // integrate exceedance
} else {
// reset integrator used to trigger and record pass if integrator check is disabled
_apsd_innov_integ_state = 0.f;
if (_tas_innov_integ_threshold <= 0.f) {
_time_last_tas_pass = time_now;
}
}
if (_tas_innov_integ_threshold > 0.f && _apsd_innov_integ_state < _tas_innov_integ_threshold) {
_time_last_tas_pass = time_now;
}
}
_innovations_check_failed = (time_now - _time_last_tas_pass) > TAS_INNOV_FAIL_DELAY;
}
_time_last_aspd_innov_check = time_now;
}
void
AirspeedValidator::check_load_factor(float accel_z)
{
// Check if the airpeed reading is lower than physically possible given the load factor
if (_in_fixed_wing_flight) {
float max_lift_ratio = fmaxf(_CAS, 0.7f) / fmaxf(_airspeed_stall, 1.0f);
max_lift_ratio *= max_lift_ratio;
_load_factor_ratio = 0.95f * _load_factor_ratio + 0.05f * (fabsf(accel_z) / 9.81f) / max_lift_ratio;
_load_factor_ratio = math::constrain(_load_factor_ratio, 0.25f, 2.0f);
_load_factor_check_failed = (_load_factor_ratio > 1.1f);
} else {
_load_factor_ratio = 0.5f; // reset if not in fixed-wing flight (and not in takeoff condition)
}
}
void
AirspeedValidator::update_airspeed_valid_status(const uint64_t timestamp)
{
if (_innovations_check_failed || _load_factor_check_failed) {
// either innovation or load factor check failed, so record timestamp
_time_checks_failed = timestamp;
} else if (!_innovations_check_failed && !_load_factor_check_failed) {
// both innovation or load factor checks must pass to declare airspeed good
_time_checks_passed = timestamp;
}
if (_airspeed_valid) {
// A simultaneous load factor and innovaton check fail makes it more likely that a large
// airspeed measurement fault has developed, so a fault should be declared immediately
const bool both_checks_failed = (_innovations_check_failed && _load_factor_check_failed);
// Because the innovation and load factor checks are subject to short duration false positives
// a timeout period is applied.
const bool single_check_fail_timeout = (timestamp - _time_checks_passed) > _checks_fail_delay * 1_s;
if (both_checks_failed || single_check_fail_timeout) {
_airspeed_valid = false;
}
} else if (_checks_clear_delay > 0.f && (timestamp - _time_checks_failed) > _checks_clear_delay * 1_s) {
// disable the re-enabling if the clear delay is negative
_airspeed_valid = true;
}
}
@@ -0,0 +1,167 @@
/****************************************************************************
*
* Copyright (c) 2019 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 AirspeedValidator.hpp
* Calculates airspeed from differential pressure and checks if this airspeed is valid.
*/
#pragma once
#include <airspeed/airspeed.h>
#include <lib/wind_estimator/WindEstimator.hpp>
#include <uORB/topics/airspeed_wind.h>
using matrix::Dcmf;
using matrix::Quatf;
using matrix::Vector2f;
using matrix::Vector3f;
using namespace time_literals;
struct airspeed_validator_update_data {
uint64_t timestamp;
float airspeed_indicated_raw;
float airspeed_true_raw;
uint64_t airspeed_timestamp;
float lpos_vx;
float lpos_vy;
float lpos_vz;
bool lpos_valid;
float lpos_evh;
float lpos_evv;
float att_q[4];
float air_pressure_pa;
float air_temperature_celsius;
float accel_z;
float vel_test_ratio;
float mag_test_ratio;
bool in_fixed_wing_flight;
};
class AirspeedValidator
{
public:
AirspeedValidator() = default;
~AirspeedValidator() = default;
void update_airspeed_validator(const airspeed_validator_update_data &input_data);
void reset_airspeed_to_invalid(const uint64_t timestamp);
float get_IAS() { return _IAS; }
float get_CAS() { return _CAS; }
float get_TAS() { return _TAS; }
bool get_airspeed_valid() { return _airspeed_valid; }
float get_CAS_scale() {return _CAS_scale;}
airspeed_wind_s get_wind_estimator_states(uint64_t timestamp);
// setters wind estimator parameters
void set_wind_estimator_wind_p_noise(float wind_sigma) { _wind_estimator.set_wind_p_noise(wind_sigma); }
void set_wind_estimator_tas_scale_p_noise(float tas_scale_sigma) { _wind_estimator.set_tas_scale_p_noise(tas_scale_sigma); }
void set_wind_estimator_tas_noise(float tas_sigma) { _wind_estimator.set_tas_noise(tas_sigma); }
void set_wind_estimator_beta_noise(float beta_var) { _wind_estimator.set_beta_noise(beta_var); }
void set_wind_estimator_tas_gate(uint8_t gate_size)
{
_tas_gate = gate_size;
_wind_estimator.set_tas_gate(gate_size);
}
void set_wind_estimator_beta_gate(uint8_t gate_size) { _wind_estimator.set_beta_gate(gate_size); }
void set_wind_estimator_scale_estimation_on(bool scale_estimation_on) { _wind_estimator_scale_estimation_on = scale_estimation_on;}
void set_airspeed_scale_manual(float airspeed_scale_manual);
// setters for failure detection tuning parameters
void set_tas_innov_threshold(float tas_innov_threshold) { _tas_innov_threshold = tas_innov_threshold; }
void set_tas_innov_integ_threshold(float tas_innov_integ_threshold) { _tas_innov_integ_threshold = tas_innov_integ_threshold; }
void set_checks_fail_delay(float checks_fail_delay) { _checks_fail_delay = checks_fail_delay; }
void set_checks_clear_delay(float checks_clear_delay) { _checks_clear_delay = checks_clear_delay; }
void set_airspeed_stall(float airspeed_stall) { _airspeed_stall = airspeed_stall; }
private:
WindEstimator _wind_estimator{}; ///< wind estimator instance running in this particular airspeedValidator
// wind estimator parameter
bool _wind_estimator_scale_estimation_on{false}; ///< online scale estimation (IAS-->CAS) is on
float _airspeed_scale_manual{1.0f}; ///< manually entered airspeed scale
// general states
bool _in_fixed_wing_flight{false}; ///< variable to bypass innovation and load factor checks
float _IAS{0.0f}; ///< indicated airsped in m/s
float _CAS{0.0f}; ///< calibrated airspeed in m/s
float _TAS{0.0f}; ///< true airspeed in m/s
float _CAS_scale{1.0f}; ///< scale factor from IAS to CAS
// states of innovation check
float _tas_gate{1.0f}; ///< gate size of airspeed innovation (to calculate tas_test_ratio)
bool _innovations_check_failed{false}; ///< true when airspeed innovations have failed consistency checks
float _tas_innov_threshold{1.0}; ///< innovation error threshold for triggering innovation check failure
float _tas_innov_integ_threshold{-1.0}; ///< integrator innovation error threshold for triggering innovation check failure
uint64_t _time_last_aspd_innov_check{0}; ///< time airspeed innovation was last checked (uSec)
uint64_t _time_last_tas_pass{0}; ///< last time innovation checks passed
float _apsd_innov_integ_state{0.0f}; ///< integral of excess normalised airspeed innovation (sec)
static constexpr uint64_t TAS_INNOV_FAIL_DELAY{1_s}; ///< time required for innovation levels to pass or fail (usec)
uint64_t _time_wind_estimator_initialized{0}; ///< time last time wind estimator was initialized (uSec)
// states of load factor check
bool _load_factor_check_failed{false}; ///< load_factor check has detected failure
float _airspeed_stall{8.0f}; ///< stall speed of aircraft used for load factor check
float _load_factor_ratio{0.5f}; ///< ratio of maximum load factor predicted by stall speed to measured load factor
// states of airspeed valid declaration
bool _airspeed_valid{true}; ///< airspeed valid (pitot or groundspeed-windspeed)
int _checks_fail_delay{3}; ///< delay for airspeed invalid declaration after single check failure (Sec)
int _checks_clear_delay{3}; ///< delay for airspeed valid declaration after all checks passed again (Sec)
uint64_t _time_checks_passed{0}; ///< time the checks have last passed (uSec)
uint64_t _time_checks_failed{0}; ///< time the checks have last not passed (uSec)
void update_in_fixed_wing_flight(bool in_fixed_wing_flight) { _in_fixed_wing_flight = in_fixed_wing_flight; }
void update_wind_estimator(const uint64_t timestamp, float airspeed_true_raw, bool lpos_valid, float lpos_vx,
float lpos_vy,
float lpos_vz,
float lpos_evh, float lpos_evv, const float att_q[4]);
void update_CAS_scale();
void update_CAS_TAS(float air_pressure_pa, float air_temperature_celsius);
void check_airspeed_innovation(uint64_t timestamp, float estimator_status_vel_test_ratio,
float estimator_status_mag_test_ratio);
void check_load_factor(float accel_z);
void update_airspeed_valid_status(const uint64_t timestamp);
void reset();
};
+3 -2
View File
@@ -35,7 +35,8 @@ px4_add_module(
MAIN airspeed_selector
SRCS
airspeed_selector_main.cpp
AirspeedValidator.cpp
AirspeedValidator.hpp
DEPENDS
ecl_airdata
AirspeedValidator
wind_estimator
)
@@ -31,8 +31,10 @@
*
****************************************************************************/
#include "AirspeedValidator.hpp"
#include <drivers/drv_hrt.h>
#include <ecl/airdata/WindEstimator.hpp>
#include <lib/wind_estimator/WindEstimator.hpp>
#include <matrix/math.hpp>
#include <parameters/param.h>
#include <perf/perf_counter.h>
@@ -40,8 +42,7 @@
#include <px4_platform_common/module_params.h>
#include <px4_platform_common/px4_work_queue/ScheduledWorkItem.hpp>
#include <lib/airspeed/airspeed.h>
#include <AirspeedValidator.hpp>
#include <systemlib/mavlink_log.h>
#include <lib/systemlib/mavlink_log.h>
#include <uORB/Subscription.hpp>
#include <uORB/SubscriptionMultiArray.hpp>