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AlphaFilter.hpp
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/****************************************************************************
*
* Copyright (c) 2019-2020 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 AlphaFilter.hpp
*
* @brief First order "alpha" IIR digital filter also known as leaky integrator or forgetting average.
*
* @author Mathieu Bresciani <[email protected]>
* @author Matthias Grob <[email protected]>
*/
#pragma once
#include <float.h>
template <typename T>
class AlphaFilter
{
public:
AlphaFilter() = default;
explicit AlphaFilter(float alpha) : _alpha(alpha) {}
~AlphaFilter() = default;
/**
* Set filter parameters for time abstraction
*
* Both parameters have to be provided in the same units.
*
* @param sample_interval interval between two samples
* @param time_constant filter time constant determining convergence
*/
void setParameters(float sample_interval, float time_constant)
{
const float denominator = time_constant + sample_interval;
if (denominator > FLT_EPSILON) {
setAlpha(sample_interval / denominator);
}
}
/**
* Set filter parameter alpha directly without time abstraction
*
* @param alpha [0,1] filter weight for the previous state. High value - long time constant.
*/
void setAlpha(float alpha) { _alpha = alpha; }
/**
* Set filter state to an initial value
*
* @param sample new initial value
*/
void reset(const T &sample) { _filter_state = sample; }
/**
* Add a new raw value to the filter
*
* @return retrieve the filtered result
*/
const T &update(const T &sample)
{
_filter_state = updateCalculation(sample);
return _filter_state;
}
const T &getState() const { return _filter_state; }
protected:
T updateCalculation(const T &sample) { return (1.f - _alpha) * _filter_state + _alpha * sample; }
float _alpha{0.f};
T _filter_state{};
};