Implement low pass filter in separate module

This commit is contained in:
Oleg Kalachev 2023-11-11 06:19:51 +03:00
parent a04d713157
commit 7cabdc5e62
3 changed files with 60 additions and 7 deletions

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@ -6,6 +6,7 @@
#include "vector.h"
#include "quaternion.h"
#include "pid.h"
#include "lpf.h"
#define PITCHRATE_P 0.05
#define PITCHRATE_I 0.2
@ -31,17 +32,20 @@
#define YAWRATE_MAX 360 * DEG_TO_RAD
#define MAX_TILT 30 * DEG_TO_RAD
#define RATES_LFP_ALPHA 0.8
#define RATES_D_LPF_ALPHA 0.2 // cutoff frequency ~ 40 Hz
enum { MANUAL, ACRO, STAB } mode = STAB;
bool armed = false;
PID rollRatePID(ROLLRATE_P, ROLLRATE_I, ROLLRATE_D, ROLLRATE_I_LIM);
PID pitchRatePID(PITCHRATE_P, PITCHRATE_I, PITCHRATE_D, PITCHRATE_I_LIM);
PID rollRatePID(ROLLRATE_P, ROLLRATE_I, ROLLRATE_D, ROLLRATE_I_LIM, RATES_D_LPF_ALPHA);
PID pitchRatePID(PITCHRATE_P, PITCHRATE_I, PITCHRATE_D, PITCHRATE_I_LIM, RATES_D_LPF_ALPHA);
PID yawRatePID(YAWRATE_P, YAWRATE_I, YAWRATE_D);
PID rollPID(ROLL_P, ROLL_I, ROLL_D);
PID pitchPID(PITCH_P, PITCH_I, PITCH_D);
PID yawPID(YAW_P, 0, 0);
Vector ratesFiltered;
LowPassFilter<Vector> ratesFilter(RATES_LFP_ALPHA);
Quaternion attitudeTarget;
Vector ratesTarget;
@ -206,7 +210,7 @@ void controlRate()
// collective thrust is throttle * 4
thrustTarget = controls[RC_CHANNEL_THROTTLE]; // WARNING:
ratesFiltered = rates * 0.8 + ratesFiltered * 0.2; // cut-off frequency 40 Hz
Vector ratesFiltered = ratesFilter.update(rates);
torqueTarget.x = rollRatePID.update(ratesTarget.x - ratesFiltered.x, dt); // un-normalized "torque"
torqueTarget.y = pitchRatePID.update(ratesTarget.y - ratesFiltered.y, dt);

42
flix/lpf.h Normal file
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@ -0,0 +1,42 @@
// Copyright (c) 2023 Oleg Kalachev <okalachev@gmail.com>
// Repository: https://github.com/okalachev/flix
// Low pass filter implementation
#pragma once
template <typename T> // Using template to make the filter usable for scalar and vector values
class LowPassFilter
{
public:
float alpha; // smoothing constant, 1 means filter disabled
T output;
LowPassFilter(float alpha): alpha(alpha) {};
T update(const T input)
{
if (alpha == 1) { // filter disabled
return input;
}
if (!initialized) {
output = input;
initialized = true;
}
return output = output * (1 - alpha) + input * alpha;
}
void setCutOffFrequency(float cutOffFreq, float dt)
{
alpha = 1 - exp(-2 * PI * cutOffFreq * dt);
}
void reset()
{
initialized = false;
}
private:
bool initialized = false;
};

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@ -5,6 +5,8 @@
#pragma once
#include "lpf.h"
class PID
{
public:
@ -16,15 +18,20 @@ public:
float derivative = 0;
float integral = 0;
PID(float p, float i, float d, float windup = 0) : p(p), i(i), d(d), windup(windup) {};
LowPassFilter<float> lpf; // low pass filter for derivative term
PID(float p, float i, float d, float windup = 0, float dAlpha = 1) : p(p), i(i), d(d), windup(windup), lpf(dAlpha) {};
float update(float error, float dt)
{
integral += error * dt;
if (isfinite(prevError) && dt > 0) {
// calculate derivative if both dt and prevError are valid
float _derivative = (error - prevError) / dt;
derivative = derivative * 0.8 + 0.2 * _derivative; // lpf WARNING:
derivative = (error - prevError) / dt;
// apply low pass filter to derivative
derivative = lpf.update(derivative);
}
prevError = error;