mirror of
https://github.com/mihakralj/QuanTAlib.git
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Momentum: - DMX (Jurik Directional Movement Index) - MOM (Momentum) - PMO (Price Momentum Oscillator) - PO (Price Oscillator) - PPO (Percentage Price Oscillator) - PRS (Price Relative Strength) - ROC (Rate of Change) - VEL (Jurik Signal Velocity) Oscillators: - AC (Acceleration Oscillator) - AO (Awesome Oscillator) - RSX (Jurik Trend Strength Index)
175 lines
6.5 KiB
C#
175 lines
6.5 KiB
C#
using System.Runtime.CompilerServices;
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namespace QuanTAlib;
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/// <summary>
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/// DMX: Enhanced Directional Movement Index using JMA smoothing
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/// An improvement over the traditional DMI indicator that uses Jurik Moving Average (JMA)
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/// for smoothing instead of Wilder's moving average. This enhancement provides better
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/// noise reduction while maintaining responsiveness to significant price movements.
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/// </summary>
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/// <remarks>
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/// The DMX calculation process:
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/// 1. Calculate True Range (TR)
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/// 2. Calculate +DM (Positive Directional Movement)
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/// 3. Calculate -DM (Negative Directional Movement)
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/// 4. Smooth TR, +DM, and -DM using JMA instead of Wilder's smoothing
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/// 5. Calculate +DI and -DI as percentages
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///
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/// Key improvements over DMI:
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/// - Uses JMA's adaptive volatility-based smoothing
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/// - Better noise reduction in the directional movement signals
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/// - Maintains responsiveness to significant price movements
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/// - Reduced lag through JMA's phase-shifting
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///
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/// Formula:
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/// TR = max(high-low, abs(high-prevClose), abs(low-prevClose))
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/// +DM = if(high-prevHigh > prevLow-low) then max(high-prevHigh, 0) else 0
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/// -DM = if(prevLow-low > high-prevHigh) then max(prevLow-low, 0) else 0
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/// +DI = 100 * JMA(+DM) / JMA(TR)
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/// -DI = 100 * JMA(-DM) / JMA(TR)
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///
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/// Sources:
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/// Original DMI by J. Welles Wilder Jr. - "New Concepts in Technical Trading Systems" (1978)
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/// Enhanced with JMA smoothing by Mark Jurik
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/// </remarks>
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[SkipLocalsInit]
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public sealed class Dmx : AbstractBarBase
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{
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private readonly Jma _smoothedTr;
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private readonly Jma _smoothedPlusDm;
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private readonly Jma _smoothedMinusDm;
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private double _prevHigh, _prevLow, _prevClose;
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private double _p_prevHigh, _p_prevLow, _p_prevClose;
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private double _plusDi, _minusDi;
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private const double ScalingFactor = 100.0;
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private const int DefaultPeriod = 10;
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private const int DefaultPhase = 100;
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private const double DefaultFactor = 0.25;
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/// <summary>
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/// Gets the most recent +DI value
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/// </summary>
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public double PlusDI => _plusDi;
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/// <summary>
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/// Gets the most recent -DI value
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/// </summary>
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public double MinusDI => _minusDi;
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/// <param name="period">The number of periods used in the DMX calculation (default 14).</param>
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/// <param name="phase">The phase for the JMA smoothing (default 0).</param>
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/// <param name="factor">The factor for the JMA smoothing (default 0.45).</param>
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/// <exception cref="ArgumentOutOfRangeException">Thrown when period is less than 1.</exception>
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[MethodImpl(MethodImplOptions.AggressiveInlining)]
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public Dmx(int period = DefaultPeriod, int phase = DefaultPhase, double factor = DefaultFactor)
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{
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if (period < 1)
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throw new ArgumentOutOfRangeException(nameof(period));
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_smoothedTr = new(period, phase, factor);
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_smoothedPlusDm = new(period, phase, factor);
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_smoothedMinusDm = new(period, phase, factor);
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_index = 0;
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WarmupPeriod = period * 2; // JMA needs more warmup periods than RMA
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Name = $"DMX({period})";
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}
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/// <param name="source">The data source object that publishes updates.</param>
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/// <param name="period">The number of periods used in the DMX calculation.</param>
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/// <param name="phase">The phase for the JMA smoothing.</param>
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/// <param name="factor">The factor for the JMA smoothing.</param>
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[MethodImpl(MethodImplOptions.AggressiveInlining)]
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public Dmx(object source, int period, int phase = DefaultPhase, double factor = DefaultFactor) : this(period, phase, factor)
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{
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var pubEvent = source.GetType().GetEvent("Pub");
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pubEvent?.AddEventHandler(source, new BarSignal(Sub));
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}
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[MethodImpl(MethodImplOptions.AggressiveInlining)]
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protected override void ManageState(bool isNew)
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{
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if (isNew)
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{
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_index++;
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_p_prevHigh = _prevHigh;
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_p_prevLow = _prevLow;
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_p_prevClose = _prevClose;
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}
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else
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{
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_prevHigh = _p_prevHigh;
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_prevLow = _p_prevLow;
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_prevClose = _p_prevClose;
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}
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}
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[MethodImpl(MethodImplOptions.AggressiveInlining | MethodImplOptions.AggressiveOptimization)]
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private static double CalculateTrueRange(double high, double low, double prevClose)
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{
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double hl = high - low;
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double hpc = Math.Abs(high - prevClose);
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double lpc = Math.Abs(low - prevClose);
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return Math.Max(hl, Math.Max(hpc, lpc));
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}
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[MethodImpl(MethodImplOptions.AggressiveInlining | MethodImplOptions.AggressiveOptimization)]
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private static (double plusDm, double minusDm) CalculateDirectionalMovement(
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double high, double low, double prevHigh, double prevLow)
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{
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double upMove = high - prevHigh;
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double downMove = prevLow - low;
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double plusDm = 0.0;
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double minusDm = 0.0;
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if (upMove > downMove && upMove > 0)
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plusDm = upMove;
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else if (downMove > upMove && downMove > 0)
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minusDm = downMove;
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return (plusDm, minusDm);
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}
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[MethodImpl(MethodImplOptions.AggressiveInlining | MethodImplOptions.AggressiveOptimization)]
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protected override double Calculation()
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{
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ManageState(Input.IsNew);
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if (_index == 1)
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{
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_prevHigh = Input.High;
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_prevLow = Input.Low;
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_prevClose = Input.Close;
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return 0.0;
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}
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// Calculate True Range and Directional Movement
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double tr = CalculateTrueRange(Input.High, Input.Low, _prevClose);
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var (plusDm, minusDm) = CalculateDirectionalMovement(
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Input.High, Input.Low, _prevHigh, _prevLow);
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// Update previous values
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_prevHigh = Input.High;
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_prevLow = Input.Low;
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_prevClose = Input.Close;
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// Smooth the indicators using JMA
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_smoothedTr.Calc(tr, Input.IsNew);
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_smoothedPlusDm.Calc(plusDm, Input.IsNew);
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_smoothedMinusDm.Calc(minusDm, Input.IsNew);
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// Calculate +DI and -DI
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double smoothedTr = _smoothedTr.Value;
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if (smoothedTr > 0)
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{
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_plusDi = ScalingFactor * _smoothedPlusDm.Value / smoothedTr;
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_minusDi = ScalingFactor * _smoothedMinusDm.Value / smoothedTr;
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return _plusDi - _minusDi; // Return the difference as main value
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}
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_plusDi = 0.0;
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_minusDi = 0.0;
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return 0.0;
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}
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}
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