mirror of https://github.com/ArduPilot/ardupilot
Filter - first version of filter library include ModeFilter
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// -*- tab-width: 4; Mode: C++; c-basic-offset: 4; indent-tabs-mode: nil -*-
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//
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// This is free software; you can redistribute it and/or modify it under
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// the terms of the GNU Lesser General Public License as published by the
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// Free Software Foundation; either version 2.1 of the License, or (at
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// your option) any later version.
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//
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/// @file Filter.h
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/// @brief A base class for apply various filters to values
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///
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/// DO NOT CREATE AND DESTROY INSTANCES OF THIS CLASS BECAUSE THE ALLOC/MALLOC WILL LEAD TO MEMORY FRAGMENTATION
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#ifndef Filter_h
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#define Filter_h
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#include <inttypes.h>
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#include <AP_Common.h>
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#define FILTER_MAX_SAMPLES 6 // max number of samples that can be added to the filter
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template <class T>
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class Filter
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{
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public:
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Filter(uint8_t filter_size);
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~Filter();
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// apply - Add a new raw value to the filter, retrieve the filtered result
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virtual T apply(T sample);
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// reset - clear the filter
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virtual void reset();
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uint8_t filter_size; // max number of items in filter
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T* samples; // buffer of samples
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uint8_t sample_index; // pointer to the next empty slot in the buffer
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private:
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};
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// Typedef for convenience
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typedef Filter<int16_t> FilterInt16;
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// Constructor
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template <class T>
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Filter<T>::Filter(uint8_t filter_size) :
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filter_size(filter_size), sample_index(0)
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{
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// check filter size
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if( Filter<T>::filter_size > FILTER_MAX_SAMPLES )
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Filter<T>::filter_size = FILTER_MAX_SAMPLES;
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// create array
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samples = (T *)malloc(Filter<T>::filter_size * sizeof(T));
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// clear array
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reset();
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}
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// Destructor
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template <class T>
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Filter<T>::~Filter()
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{
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// free up the samples array
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free(samples);
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}
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// reset - clear all samples
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template <class T>
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void Filter<T>::reset()
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{
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for( int8_t i=0; i<filter_size; i++ ) {
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samples[i] = 0;
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}
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sample_index = 0;
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}
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// apply - take in a new raw sample, and return the filtered results
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template <class T>
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T Filter<T>::apply(T sample){
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// add sample to array
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samples[sample_index++] = sample;
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// wrap index if necessary
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if( sample_index >= filter_size )
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sample_index = 0;
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// base class doesn't know what filtering to do so we just return the raw sample
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return sample;
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}
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#endif
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// -*- tab-width: 4; Mode: C++; c-basic-offset: 4; indent-tabs-mode: nil -*-
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//
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// This is free software; you can redistribute it and/or modify it under
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// the terms of the GNU Lesser General Public License as published by the
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// Free Software Foundation; either version 2.1 of the License, or (at
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// your option) any later version.
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//
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/// @file ModeFilter.h
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/// @brief A class to apply a mode filter which is basically picking the median value from the last x samples
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/// the filter size (i.e buffer size) should always be an odd number
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///
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/// DO NOT CREATE AND DESTROY INSTANCES OF THIS CLASS BECAUSE THE ALLOC/MALLOC WILL LEAD TO MEMORY FRAGMENTATION
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#ifndef ModeFilter_h
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#define ModeFilter_h
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#include <inttypes.h>
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#include <Filter.h>
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template <class T>
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class ModeFilter : public Filter<T>
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{
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public:
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ModeFilter(uint8_t filter_size, uint8_t return_element);
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// apply - Add a new raw value to the filter, retrieve the filtered result
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virtual T apply(T sample);
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private:
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// private methods
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uint8_t _return_element;
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void isort(T sample, bool drop_high_sample);
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bool drop_high_sample; // switch to determine whether to drop the highest or lowest sample when new value arrives
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};
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// Typedef for convenience
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typedef ModeFilter<int16_t> ModeFilterInt16;
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// Constructor //////////////////////////////////////////////////////////////
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template <class T>
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ModeFilter<T>::ModeFilter(uint8_t filter_size, uint8_t return_element) :
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Filter<T>(filter_size),
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_return_element(return_element),
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drop_high_sample(true)
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{
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// ensure we have a valid return_nth_element value. if not, revert to median
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if( _return_element >= filter_size )
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_return_element = filter_size / 2;
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};
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// Public Methods //////////////////////////////////////////////////////////////
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template <class T>
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T ModeFilter<T>::apply(T sample)
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{
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// insert the new items into the samples buffer
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isort(sample, drop_high_sample);
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// next time drop from the other end of the sample buffer
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drop_high_sample = !drop_high_sample;
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// return results
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if( Filter<T>::sample_index < Filter<T>::filter_size ) {
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// middle sample if buffer is not yet full
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return Filter<T>::samples[(Filter<T>::sample_index / 2)];
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}else{
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// return element specified by user in constructor
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return Filter<T>::samples[_return_element];
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}
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}
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//
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// insertion sort - takes a new sample and pushes it into the sample array
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// drops either the highest or lowest sample depending on the 'drop_high_sample' parameter
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//
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template <class T>
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void ModeFilter<T>::isort(T new_sample, bool drop_high_sample)
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{
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int8_t i;
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// if the buffer isn't full simply increase the #items in the buffer (i.e. sample_index)
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// the rest is the same as dropping the high sample
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if( Filter<T>::sample_index < Filter<T>::filter_size ) {
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Filter<T>::sample_index++;
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drop_high_sample = true;
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}
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if( drop_high_sample ) { // drop highest sample from the buffer to make room for our new sample
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// start from top. Note: sample_index always points to the next open space so we start from sample_index-1
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i = Filter<T>::sample_index-1;
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// if the next element is higher than our new sample, push it up one position
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while( Filter<T>::samples[i-1] > new_sample && i > 0 ) {
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Filter<T>::samples[i] = Filter<T>::samples[i-1];
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i--;
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}
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// add our new sample to the buffer
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Filter<T>::samples[i] = new_sample;
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}else{ // drop lowest sample from the buffer to make room for our new sample
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// start from the bottom
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i = 0;
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// if the element is lower than our new sample, push it down one position
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while( Filter<T>::samples[i+1] < new_sample && i < Filter<T>::sample_index-1 ) {
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Filter<T>::samples[i] = Filter<T>::samples[i+1];
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i++;
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}
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// add our new sample to the buffer
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Filter<T>::samples[i] = new_sample;
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}
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}
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#endif
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// -*- tab-width: 4; Mode: C++; c-basic-offset: 4; indent-tabs-mode: nil -*-
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//
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// This is free software; you can redistribute it and/or modify it under
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// the terms of the GNU Lesser General Public License as published by the
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// Free Software Foundation; either version 2.1 of the License, or (at
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// your option) any later version.
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//
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/// @file SumFilter.h
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/// @brief A class to apply an average filter (but we save some calc time by not averaging the values but instead save one division by just adding the values up
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///
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/// DO NOT CREATE AND DESTROY INSTANCES OF THIS CLASS BECAUSE THE ALLOC/MALLOC WILL LEAD TO MEMORY FRAGMENTATION
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#ifndef SumFilter_h
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#define SumFilter_h
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#include <inttypes.h>
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#include <Filter.h>
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template <class T>
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class SumFilter : public Filter<T>
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{
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public:
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SumFilter(uint8_t filter_size) : Filter<T>(filter_size) {};
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// apply - Add a new raw value to the filter, retrieve the filtered result
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virtual T apply(T sample);
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private:
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};
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// Typedef for convenience
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typedef SumFilter<int16_t> SumFilterInt16;
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// Public Methods //////////////////////////////////////////////////////////////
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template <class T>
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T SumFilter<T>::apply(T sample){
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T result = 0;
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// call parent's apply function to get the sample into the array
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Filter<T>::apply(sample);
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// get sum of all values - there is a risk of overflow here that we ignore
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for(int8_t i=0; i<Filter<T>::filter_size; i++)
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result += Filter<T>::samples[i];
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return result;
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}
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#endif
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/*
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Example of Filter library.
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Code by Randy Mackay and Jason Short. DIYDrones.com
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*/
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#include <FastSerial.h>
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#include <AP_Common.h>
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#include <AP_Math.h> // ArduPilot Mega Vector/Matrix math Library
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#include <Filter.h> // Filter library
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#include <ModeFilter.h> // ModeFilter library (inherits from Filter class)
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#include <SumFilter.h>
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////////////////////////////////////////////////////////////////////////////////
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// Serial ports
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////////////////////////////////////////////////////////////////////////////////
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FastSerialPort0(Serial); // FTDI/console
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//typedef ModeFilter<int16_t> IntModeFilter;
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//typedef SumFilter<int16_t> IntSumFilter;
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int16_t rangevalue[] = {31000, 31000, 50, 55, 60, 55, 10, 0, 31000};
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// create a global instance of the class instead of local to avoid memory fragmentation
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ModeFilterInt16 mfilter(5,2); // buffer of 5 values, result will be from buffer element 2 (ie. the 3rd element which is the middle)
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//SumFilterInt16 mfilter(5);
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//Function to print contents of a filter
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void printFilter(Filter<int16_t>& filter)
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{
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for(int8_t i=0; i < filter.filter_size; i++)
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{
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Serial.printf("%d ",(int)filter.samples[i]);
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}
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Serial.println();
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}
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void setup()
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{
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// Open up a serial connection
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Serial.begin(115200);
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// introduction
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Serial.printf("ArduPilot ModeFilter library test ver 1.0\n\n");
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// Wait for the serial connection
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delay(500);
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}
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//Main loop where the action takes place
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void loop()
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{
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int8_t i = 0;
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int16_t filtered_value;
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while( i < 9 ) {
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// output to user
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Serial.printf("applying: %d\n",(int)rangevalue[i]);
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// display original
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Serial.printf("before: ");
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printFilter(mfilter);
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// apply new value and retrieved filtered result
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filtered_value = mfilter.apply(rangevalue[i]);
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// display results
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Serial.printf("after: ");
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printFilter(mfilter);
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Serial.printf("The filtered value is: %d\n\n",(int)filtered_value);
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i++;
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}
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delay(100000);
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}
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@ -0,0 +1 @@
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include ../../../AP_Common/Arduino.mk
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@ -0,0 +1,8 @@
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Filter KEYWORD1
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ModeFilter KEYWORD1
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SumFilter KEYWORD1
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apply KEYWORD2
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reset KEYWORD2
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max_samples KEYWORD2
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samples KEYWORD2
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sample_index KEYWORD2
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