mirror of
https://github.com/mihakralj/QuanTAlib.git
synced 2026-08-14 08:38:04 +00:00
178 lines
6.3 KiB
C#
178 lines
6.3 KiB
C#
using System.Runtime.CompilerServices;
|
|
namespace QuanTAlib;
|
|
|
|
/// <summary>
|
|
/// ADX: Average Directional Movement Index
|
|
/// A technical analysis indicator used to measure the strength of a trend,
|
|
/// regardless of its direction. ADX combines the Positive and Negative
|
|
/// Directional Movement Indicators to determine trend strength.
|
|
/// </summary>
|
|
/// <remarks>
|
|
/// The ADX calculation process:
|
|
/// 1. Calculate True Range (TR)
|
|
/// 2. Calculate +DM (Positive Directional Movement)
|
|
/// 3. Calculate -DM (Negative Directional Movement)
|
|
/// 4. Smooth TR, +DM, and -DM using Wilder's smoothing
|
|
/// 5. Calculate +DI and -DI
|
|
/// 6. Calculate DX (Directional Index)
|
|
/// 7. Smooth DX to get ADX
|
|
///
|
|
/// Key characteristics:
|
|
/// - Oscillates between 0 and 100
|
|
/// - Values above 25 indicate strong trend
|
|
/// - Values below 20 indicate weak or no trend
|
|
/// - Can be used with +DI and -DI for trade signals
|
|
/// - Does not indicate trend direction, only strength
|
|
///
|
|
/// Formula:
|
|
/// TR = max(high-low, abs(high-prevClose), abs(low-prevClose))
|
|
/// +DM = if(high-prevHigh > prevLow-low) then max(high-prevHigh, 0) else 0
|
|
/// -DM = if(prevLow-low > high-prevHigh) then max(prevLow-low, 0) else 0
|
|
/// +DI = 100 * smoothed(+DM) / smoothed(TR)
|
|
/// -DI = 100 * smoothed(-DM) / smoothed(TR)
|
|
/// DX = 100 * abs(+DI - -DI) / (+DI + -DI)
|
|
/// ADX = smoothed(DX)
|
|
///
|
|
/// Sources:
|
|
/// J. Welles Wilder Jr. - "New Concepts in Technical Trading Systems" (1978)
|
|
/// https://www.investopedia.com/terms/a/adx.asp
|
|
///
|
|
/// Note: Default period of 14 was recommended by Wilder
|
|
/// </remarks>
|
|
[SkipLocalsInit]
|
|
public sealed class Adx : AbstractBarBase
|
|
{
|
|
private readonly Rma _smoothedTr;
|
|
private readonly Rma _smoothedPlusDm;
|
|
private readonly Rma _smoothedMinusDm;
|
|
private readonly Rma _smoothedDx;
|
|
private double _prevHigh, _prevLow, _prevClose;
|
|
private double _p_prevHigh, _p_prevLow, _p_prevClose;
|
|
private const double ScalingFactor = 100.0;
|
|
private const int DefaultPeriod = 14;
|
|
|
|
/// <param name="period">The number of periods used in the ADX calculation (default 14).</param>
|
|
/// <exception cref="ArgumentOutOfRangeException">Thrown when period is less than 1.</exception>
|
|
[MethodImpl(MethodImplOptions.AggressiveInlining)]
|
|
public Adx(int period = DefaultPeriod)
|
|
{
|
|
ArgumentOutOfRangeException.ThrowIfLessThan(period, 1);
|
|
_smoothedTr = new(period, useSma: true);
|
|
_smoothedPlusDm = new(period, useSma: true);
|
|
_smoothedMinusDm = new(period, useSma: true);
|
|
_smoothedDx = new(period, useSma: true);
|
|
_index = 0;
|
|
WarmupPeriod = period * 2; // Need extra period for DX smoothing
|
|
Name = $"ADX({period})";
|
|
}
|
|
|
|
/// <param name="source">The data source object that publishes updates.</param>
|
|
/// <param name="period">The number of periods used in the ADX calculation.</param>
|
|
[MethodImpl(MethodImplOptions.AggressiveInlining)]
|
|
public Adx(object source, int period) : this(period)
|
|
{
|
|
var pubEvent = source.GetType().GetEvent("Pub");
|
|
pubEvent?.AddEventHandler(source, new BarSignal(Sub));
|
|
}
|
|
|
|
[MethodImpl(MethodImplOptions.AggressiveInlining)]
|
|
protected override void ManageState(bool isNew)
|
|
{
|
|
if (isNew)
|
|
{
|
|
_index++;
|
|
_p_prevHigh = _prevHigh;
|
|
_p_prevLow = _prevLow;
|
|
_p_prevClose = _prevClose;
|
|
}
|
|
else
|
|
{
|
|
_prevHigh = _p_prevHigh;
|
|
_prevLow = _p_prevLow;
|
|
_prevClose = _p_prevClose;
|
|
}
|
|
}
|
|
|
|
[MethodImpl(MethodImplOptions.AggressiveInlining | MethodImplOptions.AggressiveOptimization)]
|
|
private static double CalculateTrueRange(double high, double low, double prevClose)
|
|
{
|
|
double hl = high - low;
|
|
double hpc = Math.Abs(high - prevClose);
|
|
double lpc = Math.Abs(low - prevClose);
|
|
return Math.Max(hl, Math.Max(hpc, lpc));
|
|
}
|
|
|
|
[MethodImpl(MethodImplOptions.AggressiveInlining | MethodImplOptions.AggressiveOptimization)]
|
|
private static (double plusDm, double minusDm) CalculateDirectionalMovement(
|
|
double high, double low, double prevHigh, double prevLow)
|
|
{
|
|
double upMove = high - prevHigh;
|
|
double downMove = prevLow - low;
|
|
|
|
double plusDm = 0.0;
|
|
double minusDm = 0.0;
|
|
|
|
if (upMove > downMove && upMove > 0)
|
|
plusDm = upMove;
|
|
else if (downMove > upMove && downMove > 0)
|
|
minusDm = downMove;
|
|
|
|
return (plusDm, minusDm);
|
|
}
|
|
|
|
[MethodImpl(MethodImplOptions.AggressiveInlining | MethodImplOptions.AggressiveOptimization)]
|
|
private static double CalculateDx(double plusDi, double minusDi)
|
|
{
|
|
double sum = plusDi + minusDi;
|
|
if (sum > 0)
|
|
return ScalingFactor * Math.Abs(plusDi - minusDi) / sum;
|
|
return 0.0;
|
|
}
|
|
|
|
[MethodImpl(MethodImplOptions.AggressiveInlining | MethodImplOptions.AggressiveOptimization)]
|
|
protected override double Calculation()
|
|
{
|
|
ManageState(Input.IsNew);
|
|
|
|
if (_index == 1)
|
|
{
|
|
_prevHigh = Input.High;
|
|
_prevLow = Input.Low;
|
|
_prevClose = Input.Close;
|
|
return 0.0;
|
|
}
|
|
|
|
// Calculate True Range and Directional Movement
|
|
double tr = CalculateTrueRange(Input.High, Input.Low, _prevClose);
|
|
var (plusDm, minusDm) = CalculateDirectionalMovement(
|
|
Input.High, Input.Low, _prevHigh, _prevLow);
|
|
|
|
// Update previous values
|
|
_prevHigh = Input.High;
|
|
_prevLow = Input.Low;
|
|
_prevClose = Input.Close;
|
|
|
|
// Smooth the indicators using Wilder's method
|
|
_smoothedTr.Calc(tr, Input.IsNew);
|
|
_smoothedPlusDm.Calc(plusDm, Input.IsNew);
|
|
_smoothedMinusDm.Calc(minusDm, Input.IsNew);
|
|
|
|
// Calculate +DI and -DI
|
|
double smoothedTr = _smoothedTr.Value;
|
|
if (smoothedTr > 0)
|
|
{
|
|
double plusDi = ScalingFactor * _smoothedPlusDm.Value / smoothedTr;
|
|
double minusDi = ScalingFactor * _smoothedMinusDm.Value / smoothedTr;
|
|
|
|
// Calculate DX
|
|
double dx = CalculateDx(plusDi, minusDi);
|
|
|
|
// Smooth DX to get ADX
|
|
_smoothedDx.Calc(dx, Input.IsNew);
|
|
return _smoothedDx.Value;
|
|
}
|
|
|
|
return 0.0;
|
|
}
|
|
}
|