PX4-Autopilot/src/modules/ekf2/test/test_EKF_airspeed.cpp
Jacob Dahl 95119027a9
ekf2: variable to parameter name consistency (#25042)
Rename various EKF2 variable names to match the PX4 parameter names
2025-06-24 09:15:50 +02:00

299 lines
11 KiB
C++

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/**
* Test the fusion of airspeed data
* @author Kamil Ritz <ka.ritz@hotmail.com>
*/
#include <gtest/gtest.h>
#include "EKF/ekf.h"
#include "sensor_simulator/sensor_simulator.h"
#include "sensor_simulator/ekf_wrapper.h"
#include "test_helper/reset_logging_checker.h"
class EkfAirspeedTest : public ::testing::Test
{
public:
EkfAirspeedTest(): ::testing::Test(),
_ekf{std::make_shared<Ekf>()},
_sensor_simulator(_ekf),
_ekf_wrapper(_ekf),
_quat_sim(Eulerf(0.0f, 0.0f, math::radians(45.0f))) {};
std::shared_ptr<Ekf> _ekf;
SensorSimulator _sensor_simulator;
EkfWrapper _ekf_wrapper;
const Quatf _quat_sim;
// Setup the Ekf with synthetic measurements
void SetUp() override
{
// run briefly to init, then manually set in air and at rest (default for a real vehicle)
_ekf->init(0);
_sensor_simulator.runSeconds(0.1);
_ekf->set_in_air_status(false);
_ekf->set_vehicle_at_rest(true);
_sensor_simulator.simulateOrientation(_quat_sim);
_sensor_simulator.runSeconds(7);
}
// Use this method to clean up any memory, network etc. after each test
void TearDown() override
{
}
};
TEST_F(EkfAirspeedTest, testWindVelocityEstimation)
{
const Vector3f simulated_velocity_earth(0.0f, 1.5f, 0.0f);
const Vector2f airspeed_body(2.4f, 0.0f);
_ekf_wrapper.enableExternalVisionVelocityFusion();
_sensor_simulator._vio.setVelocity(simulated_velocity_earth);
_sensor_simulator._vio.setVelocityFrameToLocalNED();
_sensor_simulator.startExternalVision();
// Let the EV fusion start first to reset the velocity estimate
_sensor_simulator.runSeconds(0.5);
_ekf->set_in_air_status(true);
_ekf->set_vehicle_at_rest(false);
_ekf->set_is_fixed_wing(true);
_sensor_simulator.startAirspeedSensor();
_sensor_simulator._airspeed.setData(airspeed_body(0), airspeed_body(0));
// Wind estimation is rather slow
_sensor_simulator.runSeconds(15);
EXPECT_TRUE(_ekf_wrapper.isWindVelocityEstimated());
const Vector3f vel = _ekf->getVelocity();
const Vector2f vel_wind_earth = _ekf->getWindVelocity();
const float height_before_pressure_correction = _ekf->getPosition()(2);
const Dcmf R_to_earth_sim(_quat_sim);
EXPECT_TRUE(matrix::isEqual(vel, simulated_velocity_earth));
const Vector3f vel_wind_expected = simulated_velocity_earth - R_to_earth_sim * (Vector3f(airspeed_body(0),
airspeed_body(1), 0.0f));
EXPECT_NEAR(vel_wind_earth(0), vel_wind_expected(0), 1e-1f);
EXPECT_NEAR(vel_wind_earth(1), vel_wind_expected(1), 1e-1f);
EXPECT_NEAR(height_before_pressure_correction, 0.0f, 1e-5f);
// Apply height correction
const float ekf2_pcoef_xp = 1.0f;
const float ekf2_pcoef_yp = -1.0f; // not used as wind direction is along x axis
parameters *_params = _ekf->getParamHandle();
_params->ekf2_pcoef_xp = ekf2_pcoef_xp;
_params->ekf2_pcoef_yp = ekf2_pcoef_yp;
float expected_height_difference = 0.5f * ekf2_pcoef_xp * airspeed_body(0) * airspeed_body(
0) / CONSTANTS_ONE_G;
_ekf->set_vehicle_at_rest(false);
_sensor_simulator.runSeconds(20);
const float height_after_pressure_correction = _ekf->getPosition()(2);
// height increase means that state z decrease due to z axis pointing down
const float expected_height_after_pressure_correction = height_before_pressure_correction -
expected_height_difference;
EXPECT_NEAR(height_after_pressure_correction, expected_height_after_pressure_correction, 1e-2f);
}
TEST_F(EkfAirspeedTest, testResetWindUsingAirspeed)
{
const Vector3f simulated_velocity_earth(-3.6f, 8.f, 0.0f);
const Vector2f airspeed_body(15.f, 0.0f);
_ekf_wrapper.enableGpsFusion();
_sensor_simulator._gps.setVelocity(simulated_velocity_earth);
_sensor_simulator.startGps();
_sensor_simulator.runSeconds(11);
_ekf->set_in_air_status(true);
_ekf->set_vehicle_at_rest(false);
_ekf->set_is_fixed_wing(true);
// Simulate the fact that the sideslip can start immediately, without
// waiting for a measurement sample.
_ekf_wrapper.enableBetaFusion();
_sensor_simulator.runSeconds(0.1);
EXPECT_TRUE(_ekf_wrapper.isIntendingBetaFusion());
_sensor_simulator.startAirspeedSensor();
_sensor_simulator._airspeed.setData(airspeed_body(0), airspeed_body(0));
_sensor_simulator.runSeconds(0.1);
EXPECT_TRUE(_ekf_wrapper.isWindVelocityEstimated());
const Vector2f vel_wind_earth = _ekf->getWindVelocity();
const Dcmf R_to_earth_sim(_quat_sim);
const Vector3f vel_wind_expected = simulated_velocity_earth - R_to_earth_sim * (Vector3f(airspeed_body(0),
airspeed_body(1), 0.0f));
EXPECT_NEAR(vel_wind_earth(0), vel_wind_expected(0), 1.f);
EXPECT_NEAR(vel_wind_earth(1), vel_wind_expected(1), 1.f);
}
TEST_F(EkfAirspeedTest, testAirspeedDeadReckoning)
{
const Vector3f simulated_velocity_earth(-3.6f, 8.f, 0.0f);
const Vector2f airspeed_body(15.f, 0.0f);
_sensor_simulator.runSeconds(10);
_ekf->set_in_air_status(true);
_ekf->set_vehicle_at_rest(false);
_ekf->set_is_fixed_wing(true);
const Vector3f pos_prev = _ekf->getPosition();
const double latitude_new = -15.0000005;
const double longitude_new = -115.0000005;
const float altitude_new = 1500.0;
const float eph = 50.f;
const float epv = 10.f;
_ekf->resetGlobalPosToExternalObservation(latitude_new, longitude_new, altitude_new, eph, epv, 0);
const Vector3f pos = _ekf->getPosition();
// lat/lon is initialized so the local horizontal position remains constant
EXPECT_NEAR(pos(0), pos_prev(0), 1e-3f);
EXPECT_NEAR(pos(1), pos_prev(1), 1e-3f);
// alt is updated as the local altitude origin was already set
EXPECT_NEAR(pos(2), pos_prev(2) - (altitude_new - _ekf->getEkfGlobalOriginAltitude()), 1e-3f);
const LatLonAlt lla = _ekf->getLatLonAlt();
EXPECT_NEAR(lla.latitude_deg(), latitude_new, 1e-6f);
EXPECT_NEAR(lla.longitude_deg(), longitude_new, 1e-6f);
EXPECT_NEAR(lla.altitude(), altitude_new, 1e-3f);
// Simulate the fact that the sideslip can start immediately, without
// waiting for a measurement sample.
_ekf_wrapper.enableBetaFusion();
_sensor_simulator.runSeconds(1.f);
EXPECT_TRUE(_ekf_wrapper.isIntendingBetaFusion());
_sensor_simulator.startAirspeedSensor();
_sensor_simulator._airspeed.setData(airspeed_body(0), airspeed_body(0));
_sensor_simulator.runSeconds(1.f);
EXPECT_TRUE(_ekf_wrapper.isIntendingAirspeedFusion());
EXPECT_TRUE(_ekf_wrapper.isWindVelocityEstimated());
const Vector3f vel = _ekf->getVelocity();
EXPECT_NEAR(vel.norm(), airspeed_body.norm(), 0.05f);
const Vector2f vel_wind_earth = _ekf->getWindVelocity();
EXPECT_NEAR(vel_wind_earth(0), 0.f, .1f);
EXPECT_NEAR(vel_wind_earth(1), 0.f, .1f);
EXPECT_TRUE(_ekf->isGlobalHorizontalPositionValid());
}
TEST_F(EkfAirspeedTest, testAirspeedDeadReckoningLatLonAltReset)
{
// GIVEN: a flying fixed-wing dead-reckoning with airspeed and sideslip fusion
const Vector3f simulated_velocity_earth(-3.6f, 8.f, 0.0f);
const Vector2f airspeed_body(15.f, 0.0f);
_sensor_simulator.runSeconds(10);
_ekf->set_in_air_status(true);
_ekf->set_vehicle_at_rest(false);
_ekf->set_is_fixed_wing(true);
double latitude = -15.0000005;
double longitude = -115.0000005;
float altitude = 1500.0;
const float eph = 50.f;
const float epv = 1.f;
_ekf->resetGlobalPosToExternalObservation(latitude, longitude, altitude, eph, epv, 0);
_ekf_wrapper.enableBetaFusion();
_sensor_simulator.runSeconds(1.f);
EXPECT_TRUE(_ekf_wrapper.isIntendingBetaFusion());
_sensor_simulator.startAirspeedSensor();
_sensor_simulator._airspeed.setData(airspeed_body(0), airspeed_body(0));
_sensor_simulator.runSeconds(10.f);
EXPECT_TRUE(_ekf_wrapper.isIntendingAirspeedFusion());
EXPECT_TRUE(_ekf->isGlobalHorizontalPositionValid());
// WHEN: an external position reset is sent
ResetLoggingChecker reset_logging_checker(_ekf);
reset_logging_checker.capturePreResetState();
double latitude_new = -16.0000005;
double longitude_new = -116.0000005;
float altitude_new = 1602.0;
_ekf->resetGlobalPosToExternalObservation(latitude_new, longitude_new, altitude_new, eph, epv, 0);
const Vector3f pos_new = _ekf->getPosition();
const float altitude_est = -pos_new(2) + _ekf->getEkfGlobalOriginAltitude();
double latitude_est, longitude_est;
_ekf->global_origin().reproject(pos_new(0), pos_new(1), latitude_est, longitude_est);
// THEN: the global position is adjusted accordingly
EXPECT_NEAR(altitude_est, altitude_new, 0.01f);
EXPECT_NEAR(latitude_est, latitude_new, 1e-3f);
EXPECT_NEAR(longitude_est, longitude_new, 1e-3f);
EXPECT_TRUE(_ekf->isGlobalHorizontalPositionValid());
reset_logging_checker.capturePostResetState();
EXPECT_TRUE(reset_logging_checker.isVerticalVelocityResetCounterIncreasedBy(0));
EXPECT_TRUE(reset_logging_checker.isVerticalPositionResetCounterIncreasedBy(1));
EXPECT_TRUE(reset_logging_checker.isHorizontalVelocityResetCounterIncreasedBy(0));
EXPECT_TRUE(reset_logging_checker.isHorizontalPositionResetCounterIncreasedBy(1));
// AND WHEN: only the lat/lon is valid
latitude_new = -16.0000005;
longitude_new = -116.0000005;
altitude_new = NAN;
_ekf->resetGlobalPosToExternalObservation(latitude_new, longitude_new, altitude_new, eph, epv, 0);
// THEN: lat/lon are reset but not the altitude
reset_logging_checker.capturePostResetState();
EXPECT_TRUE(reset_logging_checker.isVerticalVelocityResetCounterIncreasedBy(0));
EXPECT_TRUE(reset_logging_checker.isVerticalPositionResetCounterIncreasedBy(1));
EXPECT_TRUE(reset_logging_checker.isHorizontalVelocityResetCounterIncreasedBy(0));
EXPECT_TRUE(reset_logging_checker.isHorizontalPositionResetCounterIncreasedBy(2));
}