Files
QuanTAlib/lib/momentum/Dmx.cs
T

174 lines
6.5 KiB
C#

using System.Runtime.CompilerServices;
namespace QuanTAlib;
/// <summary>
/// DMX: Enhanced Directional Movement Index using JMA smoothing
/// An improvement over the traditional DMI indicator that uses Jurik Moving Average (JMA)
/// for smoothing instead of Wilder's moving average. This enhancement provides better
/// noise reduction while maintaining responsiveness to significant price movements.
/// </summary>
/// <remarks>
/// The DMX 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 JMA instead of Wilder's smoothing
/// 5. Calculate +DI and -DI as percentages
///
/// Key improvements over DMI:
/// - Uses JMA's adaptive volatility-based smoothing
/// - Better noise reduction in the directional movement signals
/// - Maintains responsiveness to significant price movements
/// - Reduced lag through JMA's phase-shifting
///
/// 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 * JMA(+DM) / JMA(TR)
/// -DI = 100 * JMA(-DM) / JMA(TR)
///
/// Sources:
/// Original DMI by J. Welles Wilder Jr. - "New Concepts in Technical Trading Systems" (1978)
/// Enhanced with JMA smoothing by Mark Jurik
/// </remarks>
[SkipLocalsInit]
public sealed class Dmx : AbstractBarBase
{
private readonly Jma _smoothedTr;
private readonly Jma _smoothedPlusDm;
private readonly Jma _smoothedMinusDm;
private double _prevHigh, _prevLow, _prevClose;
private double _p_prevHigh, _p_prevLow, _p_prevClose;
private double _plusDi, _minusDi;
private const double ScalingFactor = 100.0;
private const int DefaultPeriod = 10;
private const int DefaultPhase = 100;
private const double DefaultFactor = 0.25;
/// <summary>
/// Gets the most recent +DI value
/// </summary>
public double PlusDI => _plusDi;
/// <summary>
/// Gets the most recent -DI value
/// </summary>
public double MinusDI => _minusDi;
/// <param name="period">The number of periods used in the DMX calculation (default 14).</param>
/// <param name="phase">The phase for the JMA smoothing (default 0).</param>
/// <param name="factor">The factor for the JMA smoothing (default 0.45).</param>
/// <exception cref="ArgumentOutOfRangeException">Thrown when period is less than 1.</exception>
[MethodImpl(MethodImplOptions.AggressiveInlining)]
public Dmx(int period = DefaultPeriod, int phase = DefaultPhase, double factor = DefaultFactor)
{
if (period < 1)
throw new ArgumentOutOfRangeException(nameof(period));
_smoothedTr = new(period, phase, factor);
_smoothedPlusDm = new(period, phase, factor);
_smoothedMinusDm = new(period, phase, factor);
_index = 0;
WarmupPeriod = period * 2; // JMA needs more warmup periods than RMA
Name = $"DMX({period})";
}
/// <param name="source">The data source object that publishes updates.</param>
/// <param name="period">The number of periods used in the DMX calculation.</param>
/// <param name="phase">The phase for the JMA smoothing.</param>
/// <param name="factor">The factor for the JMA smoothing.</param>
[MethodImpl(MethodImplOptions.AggressiveInlining)]
public Dmx(object source, int period, int phase = DefaultPhase, double factor = DefaultFactor) : this(period, phase, factor)
{
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)]
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 JMA
_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)
{
_plusDi = ScalingFactor * _smoothedPlusDm.Value / smoothedTr;
_minusDi = ScalingFactor * _smoothedMinusDm.Value / smoothedTr;
return _plusDi - _minusDi; // Return the difference as main value
}
_plusDi = 0.0;
_minusDi = 0.0;
return 0.0;
}
}