Clean up LinearDigitalFilter class (#782)

* Renamed LinearDigitalFilter to LinearFilter
* Filter base class removed since it wasn't useful
* C++: std::shared_ptr<> replaced with double parameter
This commit is contained in:
Tyler Veness
2019-06-28 13:35:57 -07:00
committed by Peter Johnson
parent 311e2de4c1
commit 30e936837c
22 changed files with 771 additions and 960 deletions

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@@ -0,0 +1,140 @@
/*----------------------------------------------------------------------------*/
/* Copyright (c) 2015-2019 FIRST. All Rights Reserved. */
/* Open Source Software - may be modified and shared by FRC teams. The code */
/* must be accompanied by the FIRST BSD license file in the root directory of */
/* the project. */
/*----------------------------------------------------------------------------*/
#pragma once
#include <vector>
#include <wpi/ArrayRef.h>
#include "frc/circular_buffer.h"
namespace frc {
/**
* This class implements a linear, digital filter. All types of FIR and IIR
* filters are supported. Static factory methods are provided to create commonly
* used types of filters.
*
* Filters are of the form:<br>
* y[n] = (b0 * x[n] + b1 * x[n-1] + … + bP * x[n-P]) -
* (a0 * y[n-1] + a2 * y[n-2] + … + aQ * y[n-Q])
*
* Where:<br>
* y[n] is the output at time "n"<br>
* x[n] is the input at time "n"<br>
* y[n-1] is the output from the LAST time step ("n-1")<br>
* x[n-1] is the input from the LAST time step ("n-1")<br>
* b0 … bP are the "feedforward" (FIR) gains<br>
* a0 … aQ are the "feedback" (IIR) gains<br>
* IMPORTANT! Note the "-" sign in front of the feedback term! This is a common
* convention in signal processing.
*
* What can linear filters do? Basically, they can filter, or diminish, the
* effects of undesirable input frequencies. High frequencies, or rapid changes,
* can be indicative of sensor noise or be otherwise undesirable. A "low pass"
* filter smooths out the signal, reducing the impact of these high frequency
* components. Likewise, a "high pass" filter gets rid of slow-moving signal
* components, letting you detect large changes more easily.
*
* Example FRC applications of filters:
* - Getting rid of noise from an analog sensor input (note: the roboRIO's FPGA
* can do this faster in hardware)
* - Smoothing out joystick input to prevent the wheels from slipping or the
* robot from tipping
* - Smoothing motor commands so that unnecessary strain isn't put on
* electrical or mechanical components
* - If you use clever gains, you can make a PID controller out of this class!
*
* For more on filters, we highly recommend the following articles:<br>
* https://en.wikipedia.org/wiki/Linear_filter<br>
* https://en.wikipedia.org/wiki/Iir_filter<br>
* https://en.wikipedia.org/wiki/Fir_filter<br>
*
* Note 1: Calculate() should be called by the user on a known, regular period.
* You can use a Notifier for this or do it "inline" with code in a
* periodic function.
*
* Note 2: For ALL filters, gains are necessarily a function of frequency. If
* you make a filter that works well for you at, say, 100Hz, you will most
* definitely need to adjust the gains if you then want to run it at 200Hz!
* Combining this with Note 1 - the impetus is on YOU as a developer to make
* sure Calculate() gets called at the desired, constant frequency!
*/
class LinearFilter {
public:
/**
* Create a linear FIR or IIR filter.
*
* @param ffGains The "feed forward" or FIR gains.
* @param fbGains The "feed back" or IIR gains.
*/
LinearFilter(wpi::ArrayRef<double> ffGains, wpi::ArrayRef<double> fbGains);
LinearFilter(LinearFilter&&) = default;
LinearFilter& operator=(LinearFilter&&) = default;
// Static methods to create commonly used filters
/**
* Creates a one-pole IIR low-pass filter of the form:<br>
* y[n] = (1 - gain) * x[n] + gain * y[n-1]<br>
* where gain = e<sup>-dt / T</sup>, T is the time constant in seconds
*
* This filter is stable for time constants greater than zero.
*
* @param timeConstant The discrete-time time constant in seconds.
* @param period The period in seconds between samples taken by the
* user.
*/
static LinearFilter SinglePoleIIR(double timeConstant, double period);
/**
* Creates a first-order high-pass filter of the form:<br>
* y[n] = gain * x[n] + (-gain) * x[n-1] + gain * y[n-1]<br>
* where gain = e<sup>-dt / T</sup>, T is the time constant in seconds
*
* This filter is stable for time constants greater than zero.
*
* @param timeConstant The discrete-time time constant in seconds.
* @param period The period in seconds between samples taken by the
* user.
*/
static LinearFilter HighPass(double timeConstant, double period);
/**
* Creates a K-tap FIR moving average filter of the form:<br>
* y[n] = 1/k * (x[k] + x[k-1] + … + x[0])
*
* This filter is always stable.
*
* @param taps The number of samples to average over. Higher = smoother but
* slower
*/
static LinearFilter MovingAverage(int taps);
/**
* Reset the filter state.
*/
void Reset();
/**
* Calculates the next value of the filter.
*
* @param input Current input value.
*
* @return The filtered value at this step
*/
double Calculate(double input);
private:
circular_buffer<double> m_inputs{0};
circular_buffer<double> m_outputs{0};
std::vector<double> m_inputGains;
std::vector<double> m_outputGains;
};
} // namespace frc

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@@ -1,5 +1,5 @@
/*----------------------------------------------------------------------------*/
/* Copyright (c) 2008-2018 FIRST. All Rights Reserved. */
/* Copyright (c) 2008-2019 FIRST. All Rights Reserved. */
/* Open Source Software - may be modified and shared by FRC teams. The code */
/* must be accompanied by the FIRST BSD license file in the root directory of */
/* the project. */
@@ -14,11 +14,11 @@
#include <wpi/mutex.h>
#include "frc/Base.h"
#include "frc/LinearFilter.h"
#include "frc/PIDInterface.h"
#include "frc/PIDOutput.h"
#include "frc/PIDSource.h"
#include "frc/Timer.h"
#include "frc/filters/LinearDigitalFilter.h"
#include "frc/smartdashboard/SendableBase.h"
namespace frc {
@@ -215,7 +215,7 @@ class PIDBase : public SendableBase, public PIDInterface, public PIDOutput {
*
* @return the average error
*/
WPI_DEPRECATED("Use a LinearDigitalFilter as the input and GetError().")
WPI_DEPRECATED("Use a LinearFilter as the input and GetError().")
virtual double GetAvgError() const;
/**
@@ -397,8 +397,7 @@ class PIDBase : public SendableBase, public PIDInterface, public PIDOutput {
double m_error = 0;
double m_result = 0;
std::shared_ptr<PIDSource> m_origSource;
LinearDigitalFilter m_filter{nullptr, {}, {}};
LinearFilter m_filter{{}, {}};
};
} // namespace frc

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@@ -1,5 +1,5 @@
/*----------------------------------------------------------------------------*/
/* Copyright (c) 2008-2018 FIRST. All Rights Reserved. */
/* Copyright (c) 2008-2019 FIRST. All Rights Reserved. */
/* Open Source Software - may be modified and shared by FRC teams. The code */
/* must be accompanied by the FIRST BSD license file in the root directory of */
/* the project. */
@@ -19,7 +19,6 @@
#include "frc/PIDBase.h"
#include "frc/PIDSource.h"
#include "frc/Timer.h"
#include "frc/filters/LinearDigitalFilter.h"
namespace frc {

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@@ -1,5 +1,5 @@
/*----------------------------------------------------------------------------*/
/* Copyright (c) 2015-2018 FIRST. All Rights Reserved. */
/* Copyright (c) 2015-2019 FIRST. All Rights Reserved. */
/* Open Source Software - may be modified and shared by FRC teams. The code */
/* must be accompanied by the FIRST BSD license file in the root directory of */
/* the project. */
@@ -11,6 +11,7 @@
#include <vector>
#include <wpi/ArrayRef.h>
#include <wpi/deprecated.h>
#include "frc/circular_buffer.h"
#include "frc/filters/Filter.h"
@@ -76,6 +77,7 @@ class LinearDigitalFilter : public Filter {
* @param ffGains The "feed forward" or FIR gains
* @param fbGains The "feed back" or IIR gains
*/
WPI_DEPRECATED("Use LinearFilter class instead.")
LinearDigitalFilter(PIDSource& source, wpi::ArrayRef<double> ffGains,
wpi::ArrayRef<double> fbGains);
@@ -86,6 +88,7 @@ class LinearDigitalFilter : public Filter {
* @param ffGains The "feed forward" or FIR gains
* @param fbGains The "feed back" or IIR gains
*/
WPI_DEPRECATED("Use LinearFilter class instead.")
LinearDigitalFilter(std::shared_ptr<PIDSource> source,
wpi::ArrayRef<double> ffGains,
wpi::ArrayRef<double> fbGains);