Notch filter Direct Form I implementation that support dynamic change of frequencies

* New NotchFilter methods ahead of RPMFilter implementation.
 * Added Direct Form I implementation that support dynamic change of frequencies.
 * Added update method to update frequency on an existing filter.
 * Added setCoefficients method to easily and efficiently create clones of a filter.
 * LowSide, HighSide, Onnotch and array tests testing the applyDF1 method.
This commit is contained in:
Samuel Garcin
2020-05-08 17:00:27 +01:00
committed by GitHub
parent 0c75385395
commit b12a655c5b
3 changed files with 223 additions and 5 deletions
+53 -4
View File
@@ -37,6 +37,7 @@
* @brief Implementation of a Notch filter. * @brief Implementation of a Notch filter.
* *
* @author Mathieu Bresciani <brescianimathieu@gmail.com> * @author Mathieu Bresciani <brescianimathieu@gmail.com>
* @author Samuel Garcin <samuel.garcin@wecorpindustries.com>
*/ */
#pragma once #pragma once
@@ -66,10 +67,11 @@ public:
NotchFilter() = default; NotchFilter() = default;
~NotchFilter() = default; ~NotchFilter() = default;
void setParameters(float sample_freq, float notch_freq, float bandwidth); void setParameters(float sample_freq, float notch_freq, float bandwidth);
/** /**
* Add a new raw value to the filter * Add a new raw value to the filter using the Direct form II
* *
* @return retrieve the filtered result * @return retrieve the filtered result
*/ */
@@ -85,6 +87,28 @@ public:
return output; return output;
} }
/**
* Add a new raw value to the filter using the Direct Form I
*
* @return retrieve the filtered result
*/
inline T applyDF1(const T &sample)
{
// Direct Form I implementation
const T output = _b0 * sample + _b1 * _delay_element_1 + _b2 * _delay_element_2 - _a1 * _delay_element_output_1 - _a2 *
_delay_element_output_2;
// shift inputs
_delay_element_2 = _delay_element_1;
_delay_element_1 = sample;
// shift outputs
_delay_element_output_2 = _delay_element_output_1;
_delay_element_output_1 = output;
return output;
}
float getNotchFreq() const { return _notch_freq; } float getNotchFreq() const { return _notch_freq; }
float getBandwidth() const { return _bandwidth; } float getBandwidth() const { return _bandwidth; }
@@ -99,8 +123,26 @@ public:
b[2] = _b2; b[2] = _b2;
} }
/**
* Bypasses the filter update to directly set different filter coefficients.
* Note: the filtered frequency and quality factor saved on the filter lose their
* physical meaning if you use this method to change the filter's coefficients.
* Used for creating clones of a specific filter.
*/
void setCoefficients(float a[2], float b[3])
{
_a1 = a[0];
_a2 = a[1];
_b0 = b[0];
_b1 = b[1];
_b2 = b[2];
}
T reset(const T &sample); T reset(const T &sample);
void update(float sample_freq, float notch_freq, float bandwidth);
protected: protected:
float _notch_freq{}; float _notch_freq{};
float _bandwidth{}; float _bandwidth{};
@@ -115,17 +157,22 @@ protected:
T _delay_element_1; T _delay_element_1;
T _delay_element_2; T _delay_element_2;
T _delay_element_output_1;
T _delay_element_output_2;
}; };
/**
* Initialises the filter by setting its parameters and coefficients.
* If using the direct form I (applyDF1) method, allows to dynamically
* update the filtered frequency, refresh rate and quality factor while
* conserving the filter's history
*/
template<typename T> template<typename T>
void NotchFilter<T>::setParameters(float sample_freq, float notch_freq, float bandwidth) void NotchFilter<T>::setParameters(float sample_freq, float notch_freq, float bandwidth)
{ {
_notch_freq = notch_freq; _notch_freq = notch_freq;
_bandwidth = bandwidth; _bandwidth = bandwidth;
_delay_element_1 = {};
_delay_element_2 = {};
if (notch_freq <= 0.f) { if (notch_freq <= 0.f) {
// no filtering // no filtering
_b0 = 1.0f; _b0 = 1.0f;
@@ -161,6 +208,8 @@ T NotchFilter<T>::reset(const T &sample)
_delay_element_1 = dval; _delay_element_1 = dval;
_delay_element_2 = dval; _delay_element_2 = dval;
_delay_element_output_1 = {};
_delay_element_output_2 = {};
return apply(sample); return apply(sample);
} }
@@ -37,6 +37,7 @@
* @brief Notch filter with array input/output * @brief Notch filter with array input/output
* *
* @author Mathieu Bresciani <brescianimathieu@gmail.com> * @author Mathieu Bresciani <brescianimathieu@gmail.com>
* @author Samuel Garcin <samuel.garcin@wecorpindustries.com>
*/ */
#pragma once #pragma once
@@ -50,6 +51,8 @@ class NotchFilterArray : public NotchFilter<T>
{ {
using NotchFilter<T>::_delay_element_1; using NotchFilter<T>::_delay_element_1;
using NotchFilter<T>::_delay_element_2; using NotchFilter<T>::_delay_element_2;
using NotchFilter<T>::_delay_element_output_1;
using NotchFilter<T>::_delay_element_output_2;
using NotchFilter<T>::_a1; using NotchFilter<T>::_a1;
using NotchFilter<T>::_a2; using NotchFilter<T>::_a2;
using NotchFilter<T>::_b0; using NotchFilter<T>::_b0;
@@ -62,7 +65,7 @@ public:
~NotchFilterArray() = default; ~NotchFilterArray() = default;
/** /**
* Add new raw values to the filter * Add new raw values to the filter using the Direct form II.
* *
* @return retrieve the filtered result * @return retrieve the filtered result
*/ */
@@ -83,6 +86,36 @@ public:
_delay_element_1 = delay_element_0; _delay_element_1 = delay_element_0;
} }
} }
/**
* Add new raw values to the filter using the Direct form I.
*
* @return retrieve the filtered result
*/
inline void applyDF1(T samples[], uint8_t num_samples)
{
for (int n = 0; n < num_samples; n++) {
// Direct Form II implementation
const T output = _b0 * samples[n] + _b1 * _delay_element_1 + _b2 * _delay_element_2 - _a1 * _delay_element_output_1 -
_a2 * _delay_element_output_2;
// don't allow bad values to propagate via the filter
if (!isFinite(output)) {
output = samples[n];
}
// shift inputs
_delay_element_2 = _delay_element_1;
_delay_element_1 = samples[n];
// shift outputs
_delay_element_output_2 = _delay_element_output_1;
_delay_element_output_1 = output;
// writes value to array
samples[n] = output;
}
}
}; };
} // namespace math } // namespace math
@@ -80,6 +80,7 @@ TEST_F(NotchFilterTest, simple)
TEST_F(NotchFilterTest, filteringLowSide) TEST_F(NotchFilterTest, filteringLowSide)
{ {
// Send a 25Hz sinusoidal signal into a 50Hz notch filter // Send a 25Hz sinusoidal signal into a 50Hz notch filter
_notch_float.reset(0.0f);
_notch_float.setParameters(_sample_freq, _notch_freq, _bandwidth); _notch_float.setParameters(_sample_freq, _notch_freq, _bandwidth);
const float signal_freq = 25.f; const float signal_freq = 25.f;
const float omega = 2.f * M_PI_F * signal_freq; const float omega = 2.f * M_PI_F * signal_freq;
@@ -101,9 +102,35 @@ TEST_F(NotchFilterTest, filteringLowSide)
} }
} }
TEST_F(NotchFilterTest, filteringLowSideDF1)
{
// Send a 25Hz sinusoidal signal into a 50Hz notch filter
_notch_float.reset(0.0f);
_notch_float.setParameters(_sample_freq, _notch_freq, _bandwidth);
const float signal_freq = 25.f;
const float omega = 2.f * M_PI_F * signal_freq;
float phase_delay = 11.4f * M_PI_F / 180.f; // Given by simulation
float t = 0.f;
float dt = 1.f / _sample_freq;
float out = 0.f;
for (int i = 0; i < 1000; i++) {
float input = sinf(omega * t);
float output_expected = sinf(omega * t - phase_delay);
out = _notch_float.applyDF1(input);
t = i * dt;
// Let some time for the filter to settle
if (i > 30) {
EXPECT_NEAR(out, output_expected, 0.05f);
}
}
}
TEST_F(NotchFilterTest, filteringHighSide) TEST_F(NotchFilterTest, filteringHighSide)
{ {
// Send a 98 sinusoidal signal into a 50Hz notch filter // Send a 98 sinusoidal signal into a 50Hz notch filter
_notch_float.reset(0.0f);
_notch_float.setParameters(_sample_freq, _notch_freq, _bandwidth); _notch_float.setParameters(_sample_freq, _notch_freq, _bandwidth);
const float signal_freq = 98.4f; const float signal_freq = 98.4f;
const float omega = 2.f * M_PI_F * signal_freq; const float omega = 2.f * M_PI_F * signal_freq;
@@ -125,9 +152,35 @@ TEST_F(NotchFilterTest, filteringHighSide)
} }
} }
TEST_F(NotchFilterTest, filteringHighSideDF1)
{
// Send a 98 sinusoidal signal into a 50Hz notch filter
_notch_float.reset(0.0f);
_notch_float.setParameters(_sample_freq, _notch_freq, _bandwidth);
const float signal_freq = 98.4f;
const float omega = 2.f * M_PI_F * signal_freq;
float phase_delay = 11.4f * M_PI_F / 180.f; // Given by simulation
float t = 0.f;
float dt = 1.f / _sample_freq;
float out = 0.f;
for (int i = 0; i < 1000; i++) {
float input = sinf(omega * t);
float output_expected = sinf(omega * t + phase_delay);
out = _notch_float.applyDF1(input);
t = i * dt;
// Let some time for the filter to settle
if (i > 30) {
EXPECT_NEAR(out, output_expected, 0.05f);
}
}
}
TEST_F(NotchFilterTest, filterOnNotch) TEST_F(NotchFilterTest, filterOnNotch)
{ {
// Send a 50 sinusoidal signal into a 50Hz notch filter // Send a 50 sinusoidal signal into a 50Hz notch filter
_notch_float.reset(0.0f);
_notch_float.setParameters(_sample_freq, _notch_freq, _bandwidth); _notch_float.setParameters(_sample_freq, _notch_freq, _bandwidth);
const float signal_freq = 50.0f; const float signal_freq = 50.0f;
const float omega = 2.f * M_PI_F * signal_freq; const float omega = 2.f * M_PI_F * signal_freq;
@@ -147,6 +200,42 @@ TEST_F(NotchFilterTest, filterOnNotch)
} }
} }
TEST_F(NotchFilterTest, filterOnNotchDF1)
{
// Send a 50 sinusoidal signal into a 50Hz notch filter
_notch_float.reset(0.0f);
_notch_float.setParameters(_sample_freq, _notch_freq, _bandwidth);
const float signal_freq = 50.0f;
const float omega = 2.f * M_PI_F * signal_freq;
float t = 0.f;
float dt = 1.f / _sample_freq;
float out = 0.f;
for (int i = 0; i < 1000; i++) {
float input = sinf(omega * t);
out = _notch_float.applyDF1(input);
t = i * dt;
// Let some time for the filter to settle
if (i > 50) {
EXPECT_NEAR(out, 0.f, 0.1f);
}
}
}
TEST_F(NotchFilterTest, updateFilter)
{
_notch_float.reset(0.0f);
_notch_float.setParameters(_sample_freq, _notch_freq, _bandwidth);
float new_notch_freq = 100.f;
float new_bandwidth = 10.f;
_notch_float.setParameters(_sample_freq, new_notch_freq, new_bandwidth);
EXPECT_EQ(new_notch_freq, _notch_float.getNotchFreq());
EXPECT_EQ(new_bandwidth, _notch_float.getBandwidth());
}
TEST_F(NotchFilterTest, filterVector3f) TEST_F(NotchFilterTest, filterVector3f)
{ {
// Send three sinusoidal signals (25, 50 and 98.5Hz) into a 50Hz triple notch filter // Send three sinusoidal signals (25, 50 and 98.5Hz) into a 50Hz triple notch filter
@@ -176,6 +265,35 @@ TEST_F(NotchFilterTest, filterVector3f)
} }
} }
TEST_F(NotchFilterTest, filterVector3fDF1)
{
// Send three sinusoidal signals (25, 50 and 98.5Hz) into a 50Hz triple notch filter
_notch_vector3f.setParameters(_sample_freq, _notch_freq, _bandwidth);
const Vector3f signal_freq(25.f, 50.f, 98.4f);
const Vector3f omega = 2.f * M_PI_F * signal_freq;
const Vector3f phase_delay = Vector3f(-11.4f, 0.f, 11.4f) * M_PI_F / 180.f;
float t = 0.f;
float dt = 1.f / _sample_freq;
Vector3f out{};
for (int i = 0; i < 1000; i++) {
const Vector3f input(sinf(omega(0) * t), sinf(omega(1) * t), sinf(omega(2) * t));
const Vector3f arg = omega * t + phase_delay;
const Vector3f output_expected(sinf(arg(0)), 0.f, sinf(arg(2)));
out = _notch_vector3f.applyDF1(input);
t = i * dt;
// Let some time for the filter to settle
if (i > 50) {
EXPECT_NEAR(out(0), output_expected(0), 0.1f);
EXPECT_NEAR(out(1), output_expected(1), 0.1f);
EXPECT_NEAR(out(2), output_expected(2), 0.1f);
}
}
}
TEST_F(NotchFilterTest, disabled) TEST_F(NotchFilterTest, disabled)
{ {
const float zero_notch_freq = 0.f; const float zero_notch_freq = 0.f;
@@ -211,3 +329,21 @@ TEST_F(NotchFilterTest, disabled)
EXPECT_EQ(out, input); EXPECT_EQ(out, input);
} }
} }
TEST_F(NotchFilterTest, setCoefficients)
{
float a_new[2] = {1.f, 2.f};
float b_new[3] = {1.f, 2.f, 3.f};
float a[3];
float b[3];
_notch_float.setCoefficients(a_new, b_new);
_notch_float.getCoefficients(a, b);
for (int i = 0; i < 3; i++) {
if (i >= 1) {EXPECT_EQ(a[i], a_new[i - 1]);} //a0 is not part of set function
EXPECT_EQ(b[i], b_new[i]);
}
}