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https://github.com/mihakralj/QuanTAlib.git
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172 lines
6.0 KiB
C#
172 lines
6.0 KiB
C#
using System.Runtime.CompilerServices;
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namespace QuanTAlib;
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/// <summary>
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/// DMI: Directional Movement Index
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/// A technical indicator that identifies the directional movement of price by
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/// comparing successive highs and lows. DMI consists of two lines: +DI and -DI,
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/// which help determine trend direction and strength.
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/// </summary>
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/// <remarks>
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/// The DMI 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 Wilder's smoothing
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/// 5. Calculate +DI and -DI as percentages
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///
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/// Key characteristics:
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/// - Both +DI and -DI oscillate between 0 and 100
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/// - When +DI > -DI, uptrend is indicated
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/// - When -DI > +DI, downtrend is indicated
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/// - Crossovers of +DI and -DI signal potential trend changes
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/// - Used in conjunction with ADX for trend trading
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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 * smoothed(+DM) / smoothed(TR)
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/// -DI = 100 * smoothed(-DM) / smoothed(TR)
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///
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/// Sources:
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/// J. Welles Wilder Jr. - "New Concepts in Technical Trading Systems" (1978)
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/// https://www.investopedia.com/terms/d/dmi.asp
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///
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/// Note: Default period of 14 was recommended by Wilder
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/// </remarks>
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[SkipLocalsInit]
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public sealed class Dmi : AbstractBarBase
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{
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private readonly Rma _smoothedTr;
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private readonly Rma _smoothedPlusDm;
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private readonly Rma _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 = 14;
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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 DMI calculation (default 14).</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 Dmi(int period = DefaultPeriod)
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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, useSma: true);
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_smoothedPlusDm = new(period, useSma: true);
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_smoothedMinusDm = new(period, useSma: true);
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_index = 0;
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WarmupPeriod = period + 1;
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Name = $"DMI({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 DMI calculation.</param>
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[MethodImpl(MethodImplOptions.AggressiveInlining)]
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public Dmi(object source, int period) : this(period)
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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 Wilder's method
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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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