FFT add simple median filter

This commit is contained in:
Daniel Agar
2020-10-27 00:59:16 -04:00
parent 4578b8cdcc
commit d14deb0e5a
6 changed files with 213 additions and 9 deletions
+20 -6
View File
@@ -137,8 +137,8 @@ static constexpr float tau(float x)
float GyroFFT::EstimatePeakFrequency(q15_t fft[FFT_LENGTH * 2], uint8_t peak_index)
{
// find peak location using Quinn's Second Estimator (2020-06-14: http://dspguru.com/dsp/howtos/how-to-interpolate-fft-peak/)
int16_t real[3] {fft[peak_index - 2], fft[peak_index], fft[peak_index + 2]};
int16_t imag[3] {fft[peak_index - 2 + 1], fft[peak_index + 1], fft[peak_index + 2 + 1]};
int16_t real[3] { fft[peak_index - 2], fft[peak_index], fft[peak_index + 2] };
int16_t imag[3] { fft[peak_index - 2 + 1], fft[peak_index + 1], fft[peak_index + 2 + 1] };
const int k = 1;
@@ -255,7 +255,10 @@ void GyroFFT::Run()
static constexpr uint16_t MIN_SNR = 10; // TODO:
static constexpr int MAX_NUM_PEAKS = 2;
uint32_t max_peak_magnitude = 0;
uint8_t max_peak_index = 0;
static constexpr int MAX_NUM_PEAKS = 4;
uint32_t peaks_magnitude[MAX_NUM_PEAKS] {};
uint8_t peak_index[MAX_NUM_PEAKS] {};
@@ -275,6 +278,12 @@ void GyroFFT::Run()
const uint32_t fft_magnitude_squared = real * real + complex * complex;
if (fft_magnitude_squared > MIN_SNR) {
if (fft_magnitude_squared > max_peak_magnitude) {
max_peak_magnitude = fft_magnitude_squared;
max_peak_index = bucket_index;
}
for (int i = 0; i < MAX_NUM_PEAKS; i++) {
if (fft_magnitude_squared > peaks_magnitude[i]) {
peaks_magnitude[i] = fft_magnitude_squared;
@@ -287,20 +296,25 @@ void GyroFFT::Run()
}
}
if (max_peak_index > 0) {
_sensor_gyro_fft.peak_frequency[axis] = _median_filter[axis].apply(EstimatePeakFrequency(_fft_outupt_buffer,
max_peak_index));
}
if (publish) {
float *peak_frequencies;
switch (axis) {
case 0:
peak_frequencies = _sensor_gyro_fft.peak_frequency_x;
peak_frequencies = _sensor_gyro_fft.peak_frequencies_x;
break;
case 1:
peak_frequencies = _sensor_gyro_fft.peak_frequency_y;
peak_frequencies = _sensor_gyro_fft.peak_frequencies_y;
break;
case 2:
peak_frequencies = _sensor_gyro_fft.peak_frequency_z;
peak_frequencies = _sensor_gyro_fft.peak_frequencies_z;
break;
}
+3
View File
@@ -33,6 +33,7 @@
#pragma once
#include <lib/mathlib/math/filter/MedianFilter.hpp>
#include <lib/matrix/matrix/math.hpp>
#include <lib/perf/perf_counter.h>
#include <px4_platform_common/defines.h>
@@ -111,6 +112,8 @@ private:
unsigned _gyro_last_generation{0};
math::MedianFilter<float, 3> _median_filter[3] {};
sensor_gyro_fft_s _sensor_gyro_fft{};
DEFINE_PARAMETERS(