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Estrategia Vwap Macd

Estrategia basada en VWAP y MACD. Entra en largo cuando el precio está por encima del VWAP y MACD > Señal. Entra en corto cuando el precio está por debajo del VWAP y MACD < Señal. Sale cuando el MACD cruza su línea de señal en dirección opuesta.

Las pruebas indican un rendimiento anual promedio de aproximadamente 181%. Funciona mejor en el mercado cripto.

VWAP orienta el valor intradía, y los cruces de MACD revelan cambios de momentum. Las operaciones se inician cuando el MACD gira cerca del nivel VWAP.

Adecuado para operadores de momentum a corto plazo. Un stop porcentual previene el riesgo excesivo.

Detalles

  • Criterios de entrada:
    • Largo: Close > VWAP && MACD > Signal
    • Corto: Close < VWAP && MACD < Signal
  • Largo/Corto: Ambos
  • Criterios de salida: cruce de MACD en sentido opuesto
  • Stops: Basados en porcentaje usando StopLossPercent
  • Valores predeterminados:
    • MacdFastPeriod = 12
    • MacdSlowPeriod = 26
    • MacdSignalPeriod = 9
    • StopLossPercent = 2
    • CandleType = TimeSpan.FromMinutes(5).TimeFrame() El mercado opera las 24 horas, por lo que el VWAP de la sesión se reinicia cada día UTC y pondera el precio típico de cada vela por su volumen. Una señal de entrada contra una posición abierta la invierte.
  • Filtros:
    • Categoría: Reversión a la media
    • Dirección: Ambos
    • Indicadores: VWAP, MACD
    • Stops: Sí
    • Complejidad: Intermedio
    • Marco temporal: Medio plazo
    • Estacionalidad: No
    • Redes neuronales: No
    • Divergencia: No
    • Nivel de riesgo: Medio
using System;
using System.Collections.Generic;

using Ecng.Common;

using StockSharp.Algo.Indicators;
using StockSharp.Algo.Strategies;
using StockSharp.BusinessEntities;
using StockSharp.Messages;

namespace StockSharp.Samples.Strategies;

/// <summary>
/// VWAP MACD strategy.
/// The market trades around the clock, so the session VWAP restarts with each UTC day and weighs each candle's typical price by its volume.
/// MACD above its signal line with a close above VWAP goes long and MACD below the signal line with a close below VWAP goes short,
/// reversing an opposite position. A long closes when MACD crosses below the signal line and a short when it crosses above it,
/// and a percent stop limits the loss.
/// </summary>
public class VwapMacdStrategy : Strategy
{
	private readonly StrategyParam<int> _macdFastPeriod;
	private readonly StrategyParam<int> _macdSlowPeriod;
	private readonly StrategyParam<int> _macdSignalPeriod;
	private readonly StrategyParam<decimal> _stopLossPercent;
	private readonly StrategyParam<DataType> _candleType;

	private DateTime? _day;
	private decimal _cumulativePriceVolume;
	private decimal _cumulativeVolume;

	/// <summary>
	/// Fast EMA period of MACD.
	/// </summary>
	public int MacdFastPeriod
	{
		get => _macdFastPeriod.Value;
		set => _macdFastPeriod.Value = value;
	}

	/// <summary>
	/// Slow EMA period of MACD.
	/// </summary>
	public int MacdSlowPeriod
	{
		get => _macdSlowPeriod.Value;
		set => _macdSlowPeriod.Value = value;
	}

	/// <summary>
	/// Signal line period of MACD.
	/// </summary>
	public int MacdSignalPeriod
	{
		get => _macdSignalPeriod.Value;
		set => _macdSignalPeriod.Value = value;
	}

	/// <summary>
	/// Stop loss percentage from entry price.
	/// </summary>
	public decimal StopLossPercent
	{
		get => _stopLossPercent.Value;
		set => _stopLossPercent.Value = value;
	}

	/// <summary>
	/// Candle type.
	/// </summary>
	public DataType CandleType
	{
		get => _candleType.Value;
		set => _candleType.Value = value;
	}

	/// <summary>
	/// Constructor.
	/// </summary>
	public VwapMacdStrategy()
	{
		_macdFastPeriod = Param(nameof(MacdFastPeriod), 12)
			.SetGreaterThanZero()
			.SetDisplay("MACD Fast", "Fast EMA period of MACD", "MACD");

		_macdSlowPeriod = Param(nameof(MacdSlowPeriod), 26)
			.SetGreaterThanZero()
			.SetDisplay("MACD Slow", "Slow EMA period of MACD", "MACD");

		_macdSignalPeriod = Param(nameof(MacdSignalPeriod), 9)
			.SetGreaterThanZero()
			.SetDisplay("MACD Signal", "Signal line period of MACD", "MACD");

		_stopLossPercent = Param(nameof(StopLossPercent), 2m)
			.SetNotNegative()
			.SetDisplay("Stop Loss %", "Stop loss percentage from entry price", "Risk");

		_candleType = Param(nameof(CandleType), TimeSpan.FromMinutes(5).TimeFrame())
			.SetDisplay("Candle Type", "Type of candles to use", "General");
	}

	/// <inheritdoc />
	public override IEnumerable<(Security sec, DataType dt)> GetWorkingSecurities()
	{
		return [(Security, CandleType)];
	}

	/// <inheritdoc />
	protected override void OnReseted()
	{
		base.OnReseted();
		_day = null;
		_cumulativePriceVolume = 0;
		_cumulativeVolume = 0;
	}

	/// <inheritdoc />
	protected override void OnStarted2(DateTime time)
	{
		base.OnStarted2(time);

		_day = null;
		_cumulativePriceVolume = 0;
		_cumulativeVolume = 0;

		var macd = new MovingAverageConvergenceDivergenceSignal
		{
			Macd =
			{
				ShortMa = { Length = MacdFastPeriod },
				LongMa = { Length = MacdSlowPeriod },
			},
			SignalMa = { Length = MacdSignalPeriod }
		};

		var subscription = SubscribeCandles(CandleType);
		subscription
			.BindEx(macd, ProcessCandle)
			.Start();

		StartProtection(new Unit(), new Unit(StopLossPercent, UnitTypes.Percent), useMarketOrders: true, isLocalStop: true);

		// The stop has to see prices between candles, not only at their close.
		foreach (var field in new[] { Level1Fields.BestBidPrice, Level1Fields.BestAskPrice })
		{
			var quotes = new Subscription(DataType.Level1, Security);
			quotes.MarketData.BuildField = field;
			SubscribeLevel1(quotes).Bind(ObserveProtectionQuote).Start();
		}

		var area = CreateChartArea();
		if (area != null)
		{
			DrawCandles(area, subscription);
			DrawOwnTrades(area);

			var oscillators = CreateChartArea();
			if (oscillators != null)
			{
				DrawIndicator(oscillators, macd);
			}
		}
	}

	private void ObserveProtectionQuote(Level1ChangeMessage quote)
	{
		// The high-level handler activates native protection before this callback, also between signal bars.
	}

	private void ProcessCandle(ICandleMessage candle, IIndicatorValue macdValue)
	{
		if (candle.State != CandleStates.Finished)
			return;

		var day = candle.OpenTime.Date;

		if (_day != day)
		{
			_day = day;
			_cumulativePriceVolume = 0;
			_cumulativeVolume = 0;
		}

		var typicalPrice = (candle.HighPrice + candle.LowPrice + candle.ClosePrice) / 3;
		_cumulativePriceVolume += typicalPrice * candle.TotalVolume;
		_cumulativeVolume += candle.TotalVolume;

		if (!macdValue.IsFormed || _cumulativeVolume <= 0)
			return;

		var macdTyped = (MovingAverageConvergenceDivergenceSignalValue)macdValue;

		if (macdTyped.Macd is not decimal macd || macdTyped.Signal is not decimal signal)
			return;

		if (!IsFormedAndOnlineAndAllowTrading())
			return;

		var vwap = _cumulativePriceVolume / _cumulativeVolume;
		var close = candle.ClosePrice;

		if (macd > signal && close > vwap && Position <= 0)
			BuyMarket(Volume + Math.Abs(Position));
		else if (macd < signal && close < vwap && Position >= 0)
			SellMarket(Volume + Math.Abs(Position));
		else if (Position > 0 && macd < signal)
			SellMarket(Position);
		else if (Position < 0 && macd > signal)
			BuyMarket(-Position);
	}
}