Files
QuanTAlib/lib/averages/Afirma.cs
T
Miha Kralj 148f0ea846 dependabot
2024-09-26 10:44:09 -07:00

163 lines
5.4 KiB
C#

using System;
namespace QuanTAlib
{
public class Afirma : AbstractBase
{
public enum WindowType
{
Rectangular,
Hanning1,
Hanning2,
Blackman,
BlackmanHarris
}
private readonly int Periods;
private readonly int Taps;
private readonly WindowType Window;
private readonly CircularBuffer _buffer;
private readonly double[] _weights;
private readonly double _wsum;
private readonly double[] _armaBuffer;
private readonly int _n;
private readonly double _sx2, _sx3, _sx4, _sx5, _sx6, _den;
public Afirma(int periods, int taps, WindowType window)
{
if (periods < 1)
{
throw new ArgumentOutOfRangeException(nameof(periods), "Periods must be greater than or equal to 1.");
}
if (taps < 1)
{
throw new ArgumentOutOfRangeException(nameof(taps), "Taps must be greater than or equal to 1.");
}
Periods = periods;
Taps = taps;
Window = window;
WarmupPeriod = taps;
_buffer = new CircularBuffer(taps);
_weights = new double[taps];
_wsum = CalculateWeights();
_armaBuffer = new double[taps];
_n = (Taps - 1) / 2;
// Calculate least squares coefficients in the constructor
_sx2 = (2 * _n + 1) / 3.0;
_sx3 = _n * (_n + 1) / 2.0;
_sx4 = _sx2 * (3 * _n * _n + 3 * _n - 1) / 5.0;
_sx5 = _sx3 * (2 * _n * _n + 2 * _n - 1) / 3.0;
_sx6 = _sx2 * (3 * Math.Pow(_n, 3) * (_n + 2) - 3 * _n + 1) / 7.0;
_den = _sx6 * _sx4 / _sx5 - _sx5;
Name = "Afirma";
Init();
}
public Afirma(object source, int periods, int taps, WindowType window) : this(periods, taps, window)
{
var pubEvent = source.GetType().GetEvent("Pub");
pubEvent?.AddEventHandler(source, new ValueSignal(Sub));
}
protected override void ManageState(bool isNew)
{
if (isNew)
{
_lastValidValue = Input.Value;
_index++;
}
}
protected override double Calculation()
{
ManageState(IsNew);
_buffer.Add(Input.Value, Input.IsNew);
if (_index >= Taps)
{
double a0 = _buffer[_n];
double a1 = _buffer[_n] - _buffer[_n + 1];
double sx2y = 0.0;
double sx3y = 0.0;
for (int i = 0; i <= _n; i++)
{
sx2y += i * i * _buffer[_n - i];
sx3y += i * i * i * _buffer[_n - i];
}
sx2y = 2.0 * sx2y / _n / (_n + 1);
sx3y = 2.0 * sx3y / _n / (_n + 1);
double p = sx2y - a0 * _sx2 - a1 * _sx3;
double q = sx3y - a0 * _sx3 - a1 * _sx4;
double a2 = (p * _sx6 / _sx5 - q) / _den;
double a3 = (q * _sx4 / _sx5 - p) / _den;
for (int k = 0; k <= _n; k++)
{
_armaBuffer[_n - k] = a0 + k * a1 + k * k * a2 + k * k * k * a3;
}
}
double result = 0.0;
for (int k = 0; k < Taps; k++)
{
result += _buffer[k] * _weights[k] / _wsum;
}
IsHot = _index >= WarmupPeriod;
return result;
}
private double CalculateWeights()
{
double wsum = 0.0;
double centerTap = (Taps - 1) / 2.0;
for (int k = 0; k < Taps; k++)
{
double windowWeight;
switch (Window)
{
case WindowType.Rectangular:
windowWeight = 1.0;
break;
case WindowType.Hanning1:
windowWeight = 0.50 - 0.50 * Math.Cos(2.0 * Math.PI * k / (Taps - 1));
break;
case WindowType.Hanning2:
windowWeight = 0.54 - 0.46 * Math.Cos(2.0 * Math.PI * k / (Taps - 1));
break;
case WindowType.Blackman:
windowWeight = 0.42 - 0.50 * Math.Cos(2.0 * Math.PI * k / (Taps - 1)) + 0.08 * Math.Cos(4.0 * Math.PI * k / (Taps - 1));
break;
case WindowType.BlackmanHarris:
windowWeight = 0.35875 - 0.48829 * Math.Cos(2.0 * Math.PI * k / (Taps - 1)) + 0.14128 * Math.Cos(4.0 * Math.PI * k / (Taps - 1)) - 0.01168 * Math.Cos(6.0 * Math.PI * k / (Taps - 1));
break;
default:
windowWeight = 1.0;
break;
}
double sincWeight;
if (Math.Abs(k - centerTap) < 1e-10)
{
sincWeight = 1.0;
}
else
{
sincWeight = Math.Sin(Math.PI * (k - centerTap) / Periods) / (Math.PI * (k - centerTap) / Periods);
}
_weights[k] = windowWeight * sincWeight;
wsum += _weights[k];
}
return wsum;
}
}
}