using System.Runtime.CompilerServices; namespace QuanTAlib; /// /// DWMA: Double Weighted Moving Average /// DWMA is a technical indicator that applies a Weighted Moving Average (WMA) twice to the input data. /// The weights are decreasing over the period with p^2 decay, and the most recent data has the heaviest weight. /// /// /// The DWMA is calculated by applying two WMAs in sequence: /// 1. An inner WMA is applied to the input data. /// 2. An outer WMA is then applied to the result of the inner WMA. /// /// Key characteristics: /// - The weight distribution follows a p^2 decay, where p is the position of the data point. /// - More recent data points receive higher weights, emphasizing recent price movements. /// - The double application of WMA results in a smoother indicator compared to a single WMA. /// /// The formula for DWMA can be expressed as: /// DWMA = WMA(WMA(price, period), period) /// /// Where WMA is the Weighted Moving Average function and 'period' is the number of data points used in each WMA calculation. /// public class Dwma : AbstractBase { private readonly Wma _innerWma; private readonly Wma _outerWma; public Dwma(int period) { if (period < 1) { throw new System.ArgumentException("Period must be greater than or equal to 1.", nameof(period)); } _innerWma = new Wma(period); _outerWma = new Wma(period); Name = "Dwma"; WarmupPeriod = (2 * period) - 1; Init(); } public Dwma(object source, int period) : this(period) { var pubEvent = source.GetType().GetEvent("Pub"); pubEvent?.AddEventHandler(source, new ValueSignal(Sub)); } [MethodImpl(MethodImplOptions.AggressiveInlining)] public override void Init() { base.Init(); _innerWma.Init(); _outerWma.Init(); } [MethodImpl(MethodImplOptions.AggressiveInlining)] protected override void ManageState(bool isNew) { if (isNew) { _lastValidValue = Input.Value; _index++; } } [MethodImpl(MethodImplOptions.AggressiveInlining)] protected override double GetLastValid() { return _lastValidValue; } protected override double Calculation() { ManageState(Input.IsNew); // Calculate inner WMA var innerResult = _innerWma.Calc(Input); // Calculate outer WMA using the result of inner WMA var outerResult = _outerWma.Calc(innerResult); IsHot = _index >= WarmupPeriod; return outerResult.Value; } }