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PX4-Autopilot/src/modules/ekf2/test/test_EKF_airspeed.cpp
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bresch 051baec9c4 ekf2: allow wind dead-reckoning after manual position reset
Reset velocity using airspeed and start navigating
2024-02-27 09:34:05 -05:00

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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"
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();
_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 static_pressure_coef_xp = 1.0f;
const float static_pressure_coef_yp = -1.0f; // not used as wind direction is along x axis
parameters *_params = _ekf->getParamHandle();
_params->static_pressure_coef_xp = static_pressure_coef_xp;
_params->static_pressure_coef_yp = static_pressure_coef_yp;
float expected_height_difference = 0.5f * static_pressure_coef_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 double latitude_new = -15.0000005;
const double longitude_new = -115.0000005;
const float altitude_new = 1500.0;
_ekf->setEkfGlobalOrigin(latitude_new, longitude_new, altitude_new);
_ekf->resetGlobalPosToExternalObservation(latitude_new, longitude_new, 50.f, 0);
// 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(), 1e-3f);
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);
}