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140 lines
4.5 KiB
140 lines
4.5 KiB
/* |
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This program is free software: you can redistribute it and/or modify |
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it under the terms of the GNU General Public License as published by |
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the Free Software Foundation, either version 3 of the License, or |
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(at your option) any later version. |
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This program is distributed in the hope that it will be useful, |
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but WITHOUT ANY WARRANTY; without even the implied warranty of |
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MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the |
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GNU General Public License for more details. |
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You should have received a copy of the GNU General Public License |
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along with this program. If not, see <http://www.gnu.org/licenses/>. |
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*/ |
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/// @file Derivative.cpp |
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/// @brief A class to implement a derivative (slope) filter |
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/// See http://www.holoborodko.com/pavel/numerical-methods/numerical-derivative/smooth-low-noise-differentiators/ |
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// |
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#include <inttypes.h> |
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#include <AP_Math/AP_Math.h> |
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#include "Filter.h" |
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#include "DerivativeFilter.h" |
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template <class T, uint8_t FILTER_SIZE> |
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void DerivativeFilter<T,FILTER_SIZE>::update(T sample, uint32_t timestamp) |
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{ |
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uint8_t i = FilterWithBuffer<T,FILTER_SIZE>::sample_index; |
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uint8_t i1; |
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if (i == 0) { |
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i1 = FILTER_SIZE-1; |
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} else { |
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i1 = i-1; |
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} |
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if (_timestamps[i1] == timestamp) { |
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// this is not a new timestamp - ignore |
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return; |
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} |
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// add timestamp before we apply to FilterWithBuffer |
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_timestamps[i] = timestamp; |
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// call parent's apply function to get the sample into the array |
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FilterWithBuffer<T,FILTER_SIZE>::apply(sample); |
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_new_data = true; |
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} |
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template <class T, uint8_t FILTER_SIZE> |
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float DerivativeFilter<T,FILTER_SIZE>::slope(void) |
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{ |
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if (!_new_data) { |
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return _last_slope; |
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} |
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float result = 0; |
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// use f() to make the code match the maths a bit better. Note |
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// that unlike an average filter, we care about the order of the elements |
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#define f(i) FilterWithBuffer<T,FILTER_SIZE>::samples[(((FilterWithBuffer<T,FILTER_SIZE>::sample_index-1)+i+1)+3*FILTER_SIZE/2) % FILTER_SIZE] |
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#define x(i) _timestamps[(((FilterWithBuffer<T,FILTER_SIZE>::sample_index-1)+i+1)+3*FILTER_SIZE/2) % FILTER_SIZE] |
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if (_timestamps[FILTER_SIZE-1] == _timestamps[FILTER_SIZE-2]) { |
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// we haven't filled the buffer yet - assume zero derivative |
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return 0; |
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} |
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// N in the paper is FILTER_SIZE |
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switch (FILTER_SIZE) { |
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case 5: |
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result = 2*2*(f(1) - f(-1)) / (x(1) - x(-1)) |
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+ 4*1*(f(2) - f(-2)) / (x(2) - x(-2)); |
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result /= 8; |
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break; |
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case 7: |
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result = 2*5*(f(1) - f(-1)) / (x(1) - x(-1)) |
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+ 4*4*(f(2) - f(-2)) / (x(2) - x(-2)) |
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+ 6*1*(f(3) - f(-3)) / (x(3) - x(-3)); |
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result /= 32; |
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break; |
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case 9: |
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result = 2*14*(f(1) - f(-1)) / (x(1) - x(-1)) |
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+ 4*14*(f(2) - f(-2)) / (x(2) - x(-2)) |
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+ 6* 6*(f(3) - f(-3)) / (x(3) - x(-3)) |
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+ 8* 1*(f(4) - f(-4)) / (x(4) - x(-4)); |
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result /= 128; |
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break; |
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case 11: |
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result = 2*42*(f(1) - f(-1)) / (x(1) - x(-1)) |
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+ 4*48*(f(2) - f(-2)) / (x(2) - x(-2)) |
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+ 6*27*(f(3) - f(-3)) / (x(3) - x(-3)) |
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+ 8* 8*(f(4) - f(-4)) / (x(4) - x(-4)) |
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+ 10* 1*(f(5) - f(-5)) / (x(5) - x(-5)); |
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result /= 512; |
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break; |
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default: |
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result = 0; |
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break; |
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} |
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// cope with numerical errors |
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if (isnan(result) || isinf(result)) { |
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result = 0; |
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} |
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_new_data = false; |
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_last_slope = result; |
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return result; |
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} |
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// reset - clear all samples |
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template <class T, uint8_t FILTER_SIZE> |
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void DerivativeFilter<T,FILTER_SIZE>::reset(void) |
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{ |
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// call parent's apply function to get the sample into the array |
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FilterWithBuffer<T,FILTER_SIZE>::reset(); |
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} |
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// add new instances as needed here |
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template void DerivativeFilter<float,5>::update(float sample, uint32_t timestamp); |
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template float DerivativeFilter<float,5>::slope(void); |
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template void DerivativeFilter<float,5>::reset(void); |
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template void DerivativeFilter<float,7>::update(float sample, uint32_t timestamp); |
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template float DerivativeFilter<float,7>::slope(void); |
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template void DerivativeFilter<float,7>::reset(void); |
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template void DerivativeFilter<float,9>::update(float sample, uint32_t timestamp); |
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template float DerivativeFilter<float,9>::slope(void); |
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template void DerivativeFilter<float,9>::reset(void); |
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template void DerivativeFilter<float,11>::update(float sample, uint32_t timestamp); |
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template float DerivativeFilter<float,11>::slope(void); |
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template void DerivativeFilter<float,11>::reset(void); |
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