2021-03-05 19:44:20 +01:00

622 lines
24 KiB
C++

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#include "TECS.hpp"
#include <lib/ecl/geo/geo.h>
#include <px4_platform_common/defines.h>
using math::constrain;
using math::max;
using math::min;
static constexpr float DT_MIN = 0.001f; ///< minimum allowed value of _dt (sec)
static constexpr float DT_MAX = 1.0f; ///< max value of _dt allowed before a filter state reset is performed (sec)
/**
* @file TECS.cpp
*
* @author Paul Riseborough
*/
/*
* This function implements a complementary filter to estimate the climb rate when
* inertial nav data is not available. It also calculates a true airspeed derivative
* which is used by the airspeed complimentary filter.
*/
void TECS::update_vehicle_state_estimates(float equivalent_airspeed, const float speed_deriv_forward,
bool altitude_lock, bool in_air, float altitude, float vz)
{
// calculate the time lapsed since the last update
uint64_t now = hrt_absolute_time();
float dt = constrain((now - _state_update_timestamp) * 1.0e-6f, DT_MIN, DT_MAX);
bool reset_altitude = false;
if (_state_update_timestamp == 0 || dt > DT_MAX) {
dt = DT_DEFAULT;
reset_altitude = true;
}
if (!altitude_lock || !in_air) {
reset_altitude = true;
}
if (reset_altitude) {
_states_initialized = false;
}
_state_update_timestamp = now;
_EAS = equivalent_airspeed;
_in_air = in_air;
// Set the velocity and position state to the the INS data
_vert_vel_state = -vz;
_vert_pos_state = altitude;
// Update and average speed rate of change if airspeed is being measured
if (PX4_ISFINITE(equivalent_airspeed) && airspeed_sensor_enabled()) {
// Apply some noise filtering
_TAS_rate_filter.update(speed_deriv_forward);
_speed_derivative = _TAS_rate_filter.getState();
} else {
_speed_derivative = 0.0f;
}
if (!_in_air) {
_states_initialized = false;
}
}
void TECS::_update_speed_states(float equivalent_airspeed_setpoint, float equivalent_airspeed, float EAS2TAS)
{
// Calculate the time in seconds since the last update and use the default time step value if out of bounds
uint64_t now = hrt_absolute_time();
const float dt = constrain((now - _speed_update_timestamp) * 1.0e-6f, DT_MIN, DT_MAX);
// Convert equivalent airspeed quantities to true airspeed
_EAS_setpoint = equivalent_airspeed_setpoint;
_TAS_setpoint = _EAS_setpoint * EAS2TAS;
_TAS_max = _equivalent_airspeed_max * EAS2TAS;
_TAS_min = _equivalent_airspeed_min * EAS2TAS;
// If airspeed measurements are not being used, fix the EAS estimate to halfway between min and max limits
if (!PX4_ISFINITE(equivalent_airspeed) || !airspeed_sensor_enabled()) {
_EAS = 0.5f * (_equivalent_airspeed_min + _equivalent_airspeed_max);
} else {
_EAS = equivalent_airspeed;
}
// If first time through or not flying, reset airspeed states
if (_speed_update_timestamp == 0 || !_in_air) {
_tas_rate_state = 0.0f;
_tas_state = (_EAS * EAS2TAS);
}
// Obtain a smoothed TAS estimate using a second order complementary filter
// Update TAS rate state
float tas_error = (_EAS * EAS2TAS) - _tas_state;
float tas_rate_state_input = tas_error * _tas_estimate_freq * _tas_estimate_freq;
// limit integrator input to prevent windup
if (_tas_state < 3.1f) {
tas_rate_state_input = max(tas_rate_state_input, 0.0f);
}
// Update TAS state
_tas_rate_state = _tas_rate_state + tas_rate_state_input * dt;
float tas_state_input = _tas_rate_state + _speed_derivative + tas_error * _tas_estimate_freq * 1.4142f;
_tas_state = _tas_state + tas_state_input * dt;
// Limit the TAS state to a minimum of 3 m/s
_tas_state = max(_tas_state, 3.0f);
_speed_update_timestamp = now;
}
void TECS::_update_speed_setpoint()
{
// Set the TAS demand to the minimum value if an underspeed or
// or a uncontrolled descent condition exists to maximise climb rate
if ((_uncommanded_descent_recovery) || (_underspeed_detected)) {
_TAS_setpoint = _TAS_min;
}
_TAS_setpoint = constrain(_TAS_setpoint, _TAS_min, _TAS_max);
// Calculate limits for the demanded rate of change of speed based on physical performance limits
// with a 50% margin to allow the total energy controller to correct for errors.
float velRateMax = 0.5f * _STE_rate_max / _tas_state;
float velRateMin = 0.5f * _STE_rate_min / _tas_state;
_TAS_setpoint_adj = constrain(_TAS_setpoint, _TAS_min, _TAS_max);
// calculate the demanded true airspeed rate of change based on first order response of true airspeed error
_TAS_rate_setpoint = constrain((_TAS_setpoint_adj - _tas_state) * _airspeed_error_gain, velRateMin, velRateMax);
}
void TECS::_update_height_setpoint(float desired, float state)
{
// Detect first time through and initialize previous value to demand
if (PX4_ISFINITE(desired) && fabsf(_hgt_setpoint_in_prev) < 0.1f) {
_hgt_setpoint_in_prev = desired;
}
// Apply a 2 point moving average to demanded height to reduce
// intersampling noise effects.
if (PX4_ISFINITE(desired)) {
_hgt_setpoint = 0.5f * (desired + _hgt_setpoint_in_prev);
} else {
_hgt_setpoint = _hgt_setpoint_in_prev;
}
_hgt_setpoint_in_prev = _hgt_setpoint;
// Apply a rate limit to respect vehicle performance limitations
if ((_hgt_setpoint - _hgt_setpoint_prev) > (_max_climb_rate * _dt)) {
_hgt_setpoint = _hgt_setpoint_prev + _max_climb_rate * _dt;
} else if ((_hgt_setpoint - _hgt_setpoint_prev) < (-_max_sink_rate * _dt)) {
_hgt_setpoint = _hgt_setpoint_prev - _max_sink_rate * _dt;
}
_hgt_setpoint_prev = _hgt_setpoint;
// Apply a first order noise filter
_hgt_setpoint_adj = 0.1f * _hgt_setpoint + 0.9f * _hgt_setpoint_adj_prev;
// Use a first order system to calculate a height rate setpoint from the current height error.
// Additionally, allow to add feedforward from heigh setpoint change
_hgt_rate_setpoint = (_hgt_setpoint_adj - state) * _height_error_gain + _height_setpoint_gain_ff *
(_hgt_setpoint_adj - _hgt_setpoint_adj_prev) / _dt;
_hgt_setpoint_adj_prev = _hgt_setpoint_adj;
// Limit the rate of change of height demand to respect vehicle performance limits
if (_hgt_rate_setpoint > _max_climb_rate) {
_hgt_rate_setpoint = _max_climb_rate;
} else if (_hgt_rate_setpoint < -_max_sink_rate) {
_hgt_rate_setpoint = -_max_sink_rate;
}
}
void TECS::_detect_underspeed()
{
if (!_detect_underspeed_enabled) {
_underspeed_detected = false;
return;
}
if (((_tas_state < _TAS_min * 0.9f) && (_last_throttle_setpoint >= _throttle_setpoint_max * 0.95f))
|| ((_vert_pos_state < _hgt_setpoint_adj) && _underspeed_detected)) {
_underspeed_detected = true;
} else {
_underspeed_detected = false;
}
}
void TECS::_update_energy_estimates()
{
// Calculate specific energy demands in units of (m**2/sec**2)
_SPE_setpoint = _hgt_setpoint_adj * CONSTANTS_ONE_G; // potential energy
_SKE_setpoint = 0.5f * _TAS_setpoint_adj * _TAS_setpoint_adj; // kinetic energy
// Calculate total energy error
_STE_error = _SPE_setpoint - _SPE_estimate + _SKE_setpoint - _SKE_estimate;
// Calculate the specific energy balance demand which specifies how the available total
// energy should be allocated to speed (kinetic energy) and height (potential energy)
// Calculate the specific energy balance error
_SEB_error = SEB_setpoint() - (_SPE_estimate * _SPE_weighting - _SKE_estimate * _SKE_weighting);
// Calculate specific energy rate demands in units of (m**2/sec**3)
_SPE_rate_setpoint = _hgt_rate_setpoint * CONSTANTS_ONE_G; // potential energy rate of change
_SKE_rate_setpoint = _tas_state * _TAS_rate_setpoint; // kinetic energy rate of change
// Calculate specific energies in units of (m**2/sec**2)
_SPE_estimate = _vert_pos_state * CONSTANTS_ONE_G; // potential energy
_SKE_estimate = 0.5f * _tas_state * _tas_state; // kinetic energy
// Calculate specific energy rates in units of (m**2/sec**3)
_SPE_rate = _vert_vel_state * CONSTANTS_ONE_G; // potential energy rate of change
_SKE_rate = _tas_state * _speed_derivative;// kinetic energy rate of change
}
void TECS::_update_throttle_setpoint(const float throttle_cruise)
{
// Calculate demanded rate of change of total energy, respecting vehicle limits.
// We will constrain the value below.
float STE_rate_setpoint = _SPE_rate_setpoint + _SKE_rate_setpoint;
// Calculate the total energy rate error, applying a first order IIR filter
// to reduce the effect of accelerometer noise
_STE_rate_error_filter.update(-_SPE_rate - _SKE_rate + _SPE_rate_setpoint + _SKE_rate_setpoint);
_STE_rate_error = _STE_rate_error_filter.getState();
float throttle_setpoint;
// Calculate the throttle demand
if (_underspeed_detected) {
// always use full throttle to recover from an underspeed condition
throttle_setpoint = _throttle_setpoint_max;
} else {
// Adjust the demanded total energy rate to compensate for induced drag rise in turns.
// Assume induced drag scales linearly with normal load factor.
// The additional normal load factor is given by (1/cos(bank angle) - 1)
STE_rate_setpoint = STE_rate_setpoint + _load_factor_correction * (_load_factor - 1.f);
STE_rate_setpoint = constrain(STE_rate_setpoint, _STE_rate_min, _STE_rate_max);
// Calculate a predicted throttle from the demanded rate of change of energy, using the cruise throttle
// as the starting point. Assume:
// Specific total energy rate = _STE_rate_max is achieved when throttle is set to _throttle_setpoint_max
// Specific total energy rate = 0 at cruise throttle
// Specific total energy rate = _STE_rate_min is achieved when throttle is set to _throttle_setpoint_min
float throttle_predicted = 0.0f;
if (STE_rate_setpoint >= 0) {
// throttle is between cruise and maximum
throttle_predicted = throttle_cruise + STE_rate_setpoint / _STE_rate_max * (_throttle_setpoint_max - throttle_cruise);
} else {
// throttle is between cruise and minimum
throttle_predicted = throttle_cruise + STE_rate_setpoint / _STE_rate_min * (_throttle_setpoint_min - throttle_cruise);
}
// Calculate gain scaler from specific energy rate error to throttle
const float STE_rate_to_throttle = 1.0f / (_STE_rate_max - _STE_rate_min);
// Add proportional and derivative control feedback to the predicted throttle and constrain to throttle limits
throttle_setpoint = (_STE_rate_error * _throttle_damping_gain) * STE_rate_to_throttle + throttle_predicted;
throttle_setpoint = constrain(throttle_setpoint, _throttle_setpoint_min, _throttle_setpoint_max);
if (airspeed_sensor_enabled()) {
if (_integrator_gain_throttle > 0.0f) {
float integ_state_max = _throttle_setpoint_max - throttle_setpoint;
float integ_state_min = _throttle_setpoint_min - throttle_setpoint;
float throttle_integ_input = (_STE_rate_error * _integrator_gain_throttle) * _dt *
STE_rate_to_throttle;
// only allow integrator propagation into direction which unsaturates throttle
if (_throttle_integ_state > integ_state_max) {
throttle_integ_input = math::min(0.f, throttle_integ_input);
} else if (_throttle_integ_state < integ_state_min) {
throttle_integ_input = math::max(0.f, throttle_integ_input);
}
// Calculate a throttle demand from the integrated total energy rate error
// This will be added to the total throttle demand to compensate for steady state errors
_throttle_integ_state = _throttle_integ_state + throttle_integ_input;
if (_climbout_mode_active) {
// During climbout, set the integrator to maximum throttle to prevent transient throttle drop
// at end of climbout when we transition to closed loop throttle control
_throttle_integ_state = integ_state_max;
}
} else {
_throttle_integ_state = 0.0f;
}
}
if (airspeed_sensor_enabled()) {
// Add the integrator feedback during closed loop operation with an airspeed sensor
throttle_setpoint += _throttle_integ_state;
} else {
// when flying without an airspeed sensor, use the predicted throttle only
throttle_setpoint = throttle_predicted;
}
}
// Rate limit the throttle demand
if (fabsf(_throttle_slewrate) > 0.01f) {
const float throttle_increment_limit = _dt * (_throttle_setpoint_max - _throttle_setpoint_min) * _throttle_slewrate;
throttle_setpoint = constrain(throttle_setpoint, _last_throttle_setpoint - throttle_increment_limit,
_last_throttle_setpoint + throttle_increment_limit);
}
_last_throttle_setpoint = constrain(throttle_setpoint, _throttle_setpoint_min, _throttle_setpoint_max);
}
void TECS::_detect_uncommanded_descent()
{
/*
* This function detects a condition that can occur when the demanded airspeed is greater than the
* aircraft can achieve in level flight. When this occurs, the vehicle will continue to reduce height
* while attempting to maintain speed.
*/
// Calculate rate of change of total specific energy
const float STE_rate = _SPE_rate + _SKE_rate;
// If total energy is very low and reducing, throttle is high, and we are not in an underspeed condition, then enter uncommanded descent recovery mode
const bool enter_mode = !_uncommanded_descent_recovery && !_underspeed_detected && (_STE_error > 200.0f)
&& (STE_rate < 0.0f)
&& (_last_throttle_setpoint >= _throttle_setpoint_max * 0.9f);
// If we enter an underspeed condition or recover the required total energy, then exit uncommanded descent recovery mode
const bool exit_mode = _uncommanded_descent_recovery && (_underspeed_detected || (_STE_error < 0.0f));
if (enter_mode) {
_uncommanded_descent_recovery = true;
} else if (exit_mode) {
_uncommanded_descent_recovery = false;
}
}
void TECS::_update_pitch_setpoint()
{
/*
* The SKE_weighting variable controls how speed and height control are prioritised by the pitch demand calculation.
* A weighting of 1 givea equal speed and height priority
* A weighting of 0 gives 100% priority to height control and must be used when no airspeed measurement is available.
* A weighting of 2 provides 100% priority to speed control and is used when:
* a) an underspeed condition is detected.
* b) during climbout where a minimum pitch angle has been set to ensure height is gained. If the airspeed
* rises above the demanded value, the pitch angle demand is increased by the TECS controller to prevent the vehicle overspeeding.
* The weighting can be adjusted between 0 and 2 depending on speed and height accuracy requirements.
*/
// Calculate the specific energy balance rate demand
const float SEB_rate_setpoint = _SPE_rate_setpoint * _SPE_weighting - _SKE_rate_setpoint * _SKE_weighting;
// Calculate the specific energy balance rate error
_SEB_rate_error = SEB_rate_setpoint - (_SPE_rate * _SPE_weighting - _SKE_rate * _SKE_weighting);
// Calculate derivative from change in climb angle to rate of change of specific energy balance
const float climb_angle_to_SEB_rate = _tas_state * CONSTANTS_ONE_G;
if (_integrator_gain_pitch > 0.0f) {
// Calculate pitch integrator input term
float pitch_integ_input = _SEB_rate_error * _integrator_gain_pitch;
// Prevent the integrator changing in a direction that will increase pitch demand saturation
if (_pitch_setpoint_unc > _pitch_setpoint_max) {
pitch_integ_input = min(pitch_integ_input, 0.f);
} else if (_pitch_setpoint_unc < _pitch_setpoint_min) {
pitch_integ_input = max(pitch_integ_input, 0.f);
}
// Update the pitch integrator state.
_pitch_integ_state = _pitch_integ_state + pitch_integ_input * _dt;
} else {
_pitch_integ_state = 0.0f;
}
// Calculate a specific energy correction that doesn't include the integrator contribution
float SEB_rate_correction = _SEB_rate_error * _pitch_damping_gain + _pitch_integ_state + SEB_rate_setpoint;
// During climbout, bias the demanded pitch angle so that a zero speed error produces a pitch angle
// demand equal to the minimum pitch angle set by the mission plan. This prevents the integrator
// having to catch up before the nose can be raised to reduce excess speed during climbout.
if (_climbout_mode_active) {
SEB_rate_correction += _pitch_setpoint_min * climb_angle_to_SEB_rate;
}
// Convert the specific energy balance rate correction to a target pitch angle. This calculation assumes:
// a) The climb angle follows pitch angle with a lag that is small enough not to destabilise the control loop.
// b) The offset between climb angle and pitch angle (angle of attack) is constant, excluding the effect of
// pitch transients due to control action or turbulence.
_pitch_setpoint_unc = SEB_rate_correction / climb_angle_to_SEB_rate;
float pitch_setpoint = constrain(_pitch_setpoint_unc, _pitch_setpoint_min, _pitch_setpoint_max);
// Comply with the specified vertical acceleration limit by applying a pitch rate limit
const float ptchRateIncr = _dt * _vert_accel_limit / _tas_state;
_last_pitch_setpoint = constrain(pitch_setpoint, _last_pitch_setpoint - ptchRateIncr,
_last_pitch_setpoint + ptchRateIncr);
}
void TECS::_initialize_states(float pitch, float throttle_cruise, float baro_altitude, float pitch_min_climbout,
float EAS2TAS)
{
if (_pitch_update_timestamp == 0 || _dt > DT_MAX || !_in_air || !_states_initialized) {
// On first time through or when not using TECS of if there has been a large time slip,
// states must be reset to allow filters to a clean start
_vert_vel_state = 0.0f;
_vert_pos_state = baro_altitude;
_tas_rate_state = 0.0f;
_tas_state = _EAS * EAS2TAS;
_throttle_integ_state = 0.0f;
_pitch_integ_state = 0.0f;
_last_throttle_setpoint = (_in_air ? throttle_cruise : 0.0f);;
_last_pitch_setpoint = constrain(pitch, _pitch_setpoint_min, _pitch_setpoint_max);
_pitch_setpoint_unc = _last_pitch_setpoint;
_hgt_setpoint_adj_prev = baro_altitude;
_hgt_setpoint_adj = _hgt_setpoint_adj_prev;
_hgt_setpoint_prev = _hgt_setpoint_adj_prev;
_hgt_setpoint_in_prev = _hgt_setpoint_adj_prev;
_TAS_setpoint_last = _EAS * EAS2TAS;
_TAS_setpoint_adj = _TAS_setpoint_last;
_underspeed_detected = false;
_uncommanded_descent_recovery = false;
_STE_rate_error = 0.0f;
if (_dt > DT_MAX || _dt < DT_MIN) {
_dt = DT_DEFAULT;
}
} else if (_climbout_mode_active) {
// During climbout use the lower pitch angle limit specified by the
// calling controller
_pitch_setpoint_min = pitch_min_climbout;
// throttle lower limit is set to a value that prevents throttle reduction
_throttle_setpoint_min = _throttle_setpoint_max - 0.01f;
// height demand and associated states are set to track the measured height
_hgt_setpoint_adj_prev = baro_altitude;
_hgt_setpoint_adj = _hgt_setpoint_adj_prev;
_hgt_setpoint_prev = _hgt_setpoint_adj_prev;
// airspeed demand states are set to track the measured airspeed
_TAS_setpoint_last = _EAS * EAS2TAS;
_TAS_setpoint_adj = _EAS * EAS2TAS;
// disable speed and decent error condition checks
_underspeed_detected = false;
_uncommanded_descent_recovery = false;
}
// filter specific energy rate error using first order filter with 0.5 second time constant
_STE_rate_error_filter.setParameters(DT_DEFAULT, _STE_rate_time_const);
_STE_rate_error_filter.reset(0.0f);
// filter true airspeed rate using first order filter with 0.5 second time constant
_TAS_rate_filter.setParameters(DT_DEFAULT, _speed_derivative_time_const);
_TAS_rate_filter.reset(0.0f);
_states_initialized = true;
}
void TECS::_update_STE_rate_lim()
{
// Calculate the specific total energy upper rate limits from the max throttle climb rate
_STE_rate_max = _max_climb_rate * CONSTANTS_ONE_G;
// Calculate the specific total energy lower rate limits from the min throttle sink rate
_STE_rate_min = - _min_sink_rate * CONSTANTS_ONE_G;
}
void TECS::update_pitch_throttle(float pitch, float baro_altitude, float hgt_setpoint,
float EAS_setpoint, float equivalent_airspeed, float eas_to_tas, bool climb_out_setpoint, float pitch_min_climbout,
float throttle_min, float throttle_max, float throttle_cruise, float pitch_limit_min, float pitch_limit_max)
{
// Calculate the time since last update (seconds)
uint64_t now = hrt_absolute_time();
_dt = fmaxf((now - _pitch_update_timestamp) * 1e-6f, DT_MIN);
// Set class variables from inputs
_throttle_setpoint_max = throttle_max;
_throttle_setpoint_min = throttle_min;
_pitch_setpoint_max = pitch_limit_max;
_pitch_setpoint_min = pitch_limit_min;
_climbout_mode_active = climb_out_setpoint;
// Initialize selected states and variables as required
_initialize_states(pitch, throttle_cruise, baro_altitude, pitch_min_climbout, eas_to_tas);
// Don't run TECS control algorithms when not in flight
if (!_in_air) {
return;
}
// Update the true airspeed state estimate
_update_speed_states(EAS_setpoint, equivalent_airspeed, eas_to_tas);
// Calculate rate limits for specific total energy
_update_STE_rate_lim();
// Detect an underspeed condition
_detect_underspeed();
_update_speed_height_weights();
// Detect an uncommanded descent caused by an unachievable airspeed demand
_detect_uncommanded_descent();
// Calculate the demanded true airspeed
_update_speed_setpoint();
// Calculate the demanded height
_update_height_setpoint(hgt_setpoint, baro_altitude);
// Calculate the specific energy values required by the control loop
_update_energy_estimates();
// Calculate the throttle demand
_update_throttle_setpoint(throttle_cruise);
// Calculate the pitch demand
_update_pitch_setpoint();
// Update time stamps
_pitch_update_timestamp = now;
// Set TECS mode for next frame
if (_underspeed_detected) {
_tecs_mode = ECL_TECS_MODE_UNDERSPEED;
} else if (_uncommanded_descent_recovery) {
_tecs_mode = ECL_TECS_MODE_BAD_DESCENT;
} else if (_climbout_mode_active) {
_tecs_mode = ECL_TECS_MODE_CLIMBOUT;
} else {
// This is the default operation mode
_tecs_mode = ECL_TECS_MODE_NORMAL;
}
}
void TECS::_update_speed_height_weights()
{
// Calculate the weight applied to control of specific kinetic energy error
_SKE_weighting = constrain(_pitch_speed_weight, 0.0f, 2.0f);
if ((_underspeed_detected || _climbout_mode_active) && airspeed_sensor_enabled()) {
_SKE_weighting = 2.0f;
} else if (!airspeed_sensor_enabled()) {
_SKE_weighting = 0.0f;
}
// don't allow any weight to be larger than one, as it has the same effect as reducing the control
// loop time constant and therefore can lead to a destabilization of that control loop
_SPE_weighting = constrain(2.0f - _SKE_weighting, 0.f, 1.f);
_SKE_weighting = constrain(_SKE_weighting, 0.f, 1.f);
}