Files
PX4-Autopilot/src/modules/ekf2/Utility/InnovationLpf.hpp
T
Mathieu Bresciani 549fb0d5de ekf2_main - Add optical flow innovation pre-flight check (#13036)
* ekf2: Add FirstOrderLpf and InnovationLpf classes for innovation lowpass filtering

* ekf2: use InnovLpf filter class in preflight checks

* ekf2: move selection of yaw test limit for pre-flight check in function

* ekf2: Move pre-flight checks into separate function

* ekf2: use static constexpr insetead of inline for sq (square) function

* ekf2: Split pre-flight checks in separate functions
Also use the same check for all the innovations:
innov_lpf < test and innov < 2xtest

* ekf2: Add optical flow pre-flight check

* ekf2: Combine FirstOrderLpf and InnovationLpf in single class

* ekf2: check vel_pos_innov when ev_pos is active as well

* ekf2: transform InnovationLpf into a header only library and pass the
spike limit during the update call to avoid storing it here

* ekf2: Static and const cleanup
- set spike_lim constants as static constexpr, set innovation
- set checker helper functions as static
- rename the mix of heading and yaw as heading to avoid confusion

* ekf2: use ternary operator in selectHeadingTestLimit instead of if-else

* ekf2: store intermediate redults in const bool flags. Those will be used for logging

* ekf2: set variable const whenever possible

* ekf2: create PreFlightChecker class that handle all the innovation
pre-flight checks.
Add simple unit testing
Use bitmask instead of general flag to have more granularity

* PreFlightChecker: use setter for the innovations to check instead of sending booleans in the update function
This makes it more scalable as more checks will be added

* ekf: Use booleans instead of bitmask for ekf preflt checks
Rename "down" to "vert"
2019-10-22 16:22:42 +02:00

80 lines
2.9 KiB
C++

/****************************************************************************
*
* 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.
*
****************************************************************************/
/**
* First order "alpha" IIR digital filter with input saturation
*/
#include <mathlib/mathlib.h>
class InnovationLpf final
{
public:
InnovationLpf() = default;
~InnovationLpf() = default;
void reset(float val = 0.f) { _x = val; }
/**
* Update the filter with a new value and returns the filtered state
* The new value is constained by the limit set in setSpikeLimit
* @param val new input
* @param alpha normalized weight of the new input
* @param spike_limit the amplitude of the saturation at the input of the filter
* @return filtered output
*/
float update(float val, float alpha, float spike_limit)
{
float val_constrained = math::constrain(val, -spike_limit, spike_limit);
float beta = 1.f - alpha;
_x = beta * _x + alpha * val_constrained;
return _x;
}
/**
* Helper function to compute alpha from dt and the inverse of tau
* @param dt sampling time in seconds
* @param tau_inv inverse of the time constant of the filter
* @return alpha, the normalized weight of a new measurement
*/
static float computeAlphaFromDtAndTauInv(float dt, float tau_inv)
{
return dt * tau_inv;
}
private:
float _x; ///< current state of the filter
};