worked on step-detection
adjusted iir biquad added biquad-stacking
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@@ -22,8 +22,9 @@
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#endif
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#include "../../Assertions.h"
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#include "../../math/dsp/fir/Real.h"
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#include "../../math/dsp/fir/RealFactory.h"
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#include "../../math/dsp/iir/BiQuadStack.h"
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//#include "../../math/dsp/fir/Real.h"
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//#include "../../math/dsp/fir/RealFactory.h"
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#include "../../math/FixedFrequencyInterpolator.h"
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#include "../../math/LocalMaxima.h"
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#include "../../math/MovingAverageTS.h"
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@@ -36,19 +37,20 @@
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*/
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class StepDetection2 {
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static constexpr int sRate_hz = 75;
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static constexpr int sRate_hz = 100;
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static constexpr int every_ms = 1000 / sRate_hz;
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private:
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FixedFrequencyInterpolator<AccelerometerData> interpol;
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FIR::Real::Filter fir;
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//FIR::Real::Filter fir;
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IIR::BiQuadStack<float> biquad;
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LocalMaxima locMax;
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// longterm average to center around zero
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MovingAverageTS<float> avg = MovingAverageTS<float>(Timestamp::fromMS(2000), 0);
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const float threshold = 0.50;
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float threshold = 0.50;
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#ifdef WITH_DEBUG_PLOT
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K::Gnuplot gp;
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@@ -69,16 +71,28 @@ private:
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public:
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/** ctor */
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StepDetection2() : interpol(Timestamp::fromMS(every_ms)), locMax(8) {
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StepDetection2(bool useBandPass) : interpol(Timestamp::fromMS(every_ms)), locMax(8) {
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//fir.lowPass(0.66, 40); // allow deviation of +/- 0.66Hz
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//fir.shiftBy(2.00); // typical step freq ~2Hz
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//fir.lowPass(3.5, 25); // everything up to 3 HZ
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FIR::Real::Factory fac(sRate_hz);
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fir.setKernel(fac.getBandpass(0.66, 2.0, 40));
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//FIR::Real::Factory fac(sRate_hz);
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//fir.setKernel(fac.getBandpass(0.66, 2.0, 40));
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if (useBandPass) {
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biquad.resize(3);
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biquad[0].setHighPass(1, 0.7, sRate_hz);
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biquad[1].setLowPass(3.0, 0.7, sRate_hz);
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biquad[2].setLowPass(3.0, 1.0, sRate_hz);
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//biquad.setBandPass(2, 3.0, sRate_hz);
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threshold = 0.6; // needs a little reduction
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} else {
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threshold = 0.8;
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biquad.resize(1);
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biquad[0].setLowPass(3, 0.7, sRate_hz);
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}
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#ifdef WITH_DEBUG_PLOT
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gp << "set autoscale xfix\n";
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@@ -98,7 +112,7 @@ public:
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/** does the given data indicate a step? */
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bool add(const Timestamp ts, const AccelerometerData& acc) {
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bool step = false;
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bool gotStep = false;
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// accel-data incoming on a fixed sampling rate (needed for FIR to work)
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auto onResample = [&] (const Timestamp ts, const AccelerometerData data) {
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@@ -109,17 +123,16 @@ public:
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avg.add(ts, mag);
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const float mag0 = mag - avg.get();
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//const std::complex<float> c = fir.append(mag0);
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//const float real = c.real();
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//if (real != real) {return;}
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//const float fMag = real;
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const float f = fir.append(mag0);
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if (f != f) {return;}
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// const float f = fir.append(mag0);
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// if (f != f) {return;}
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const float f = biquad.filter(mag0);
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const float fMag = f;
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const bool isMax = locMax.add(fMag);
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step = (isMax) && (locMax.get() > threshold);
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const bool step = (isMax) && (locMax.get() > threshold);
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if (step) {gotStep = true;}
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#ifdef WITH_DEBUG_OUTPUT
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if (step) {
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@@ -163,7 +176,7 @@ public:
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// ensure fixed sampling rate for FIR freq filters to work!
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interpol.add(ts, acc, onResample);
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return step;
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return gotStep;
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}
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