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Estrategia Bollinger Reversion

Estrategia basada en la reversión a la media de las Bandas de Bollinger

Las pruebas indican un rendimiento anual promedio de aproximadamente 118%. Funciona mejor en el mercado de acciones.

Bollinger Reversion opera contra los movimientos fuera de las Bandas de Bollinger. Las operaciones se abren contra los cierres más allá de las bandas y se cierran una vez que el precio regresa al interior o alcanza un stop.

Las bandas de desviación estándar ofrecen una vista estadística de la sobreextensión. Entrar después de cierres extremos tiene como objetivo obtener ganancias del retroceso hacia la banda media.

Detalles

  • Criterios de entrada: Señales basadas en ATR, Bollinger.
  • Largo/Corto: Ambos direcciones.
  • Criterios de salida: Señal opuesta o stop.
  • Stops: Sí.
  • Valores predeterminados:
    • BollingerPeriod = 20
    • BollingerDeviation = 2m
    • AtrMultiplier = 2m
    • CandleType = TimeSpan.FromMinutes(5)
  • Filtros:
    • Categoría: Reversión a la media
    • Dirección: Ambos
    • Indicadores: ATR, Bollinger
    • Stops: Sí
    • Complejidad: Básico
    • Marco temporal: Intradía (5m)
    • 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>
/// Strategy based on Bollinger Bands mean reversion.
/// Enters against outside closes, exits on return inside, protects actual fills with frozen ATR.
/// </summary>
public class BollingerReversionStrategy : Strategy
{
	private readonly StrategyParam<int> _bollingerPeriod;
	private readonly StrategyParam<decimal> _bollingerDeviation;
	private readonly StrategyParam<DataType> _candleType;
	private readonly StrategyParam<int> _atrPeriod;
	private readonly StrategyParam<decimal> _atrMultiplier;

	private Order _pendingOrder;
	private Unit _stopDistance;
	private bool _protectionStarted;

	/// <summary>
	/// Bollinger Bands period.
	/// </summary>
	public int BollingerPeriod
	{
		get => _bollingerPeriod.Value;
		set => _bollingerPeriod.Value = value;
	}

	/// <summary>
	/// Bollinger Bands deviation multiplier.
	/// </summary>
	public decimal BollingerDeviation
	{
		get => _bollingerDeviation.Value;
		set => _bollingerDeviation.Value = value;
	}

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

	public int AtrPeriod { get => _atrPeriod.Value; set => _atrPeriod.Value = value; }
	public decimal AtrMultiplier { get => _atrMultiplier.Value; set => _atrMultiplier.Value = value; }

	/// <summary>
	/// Initializes a new instance of the <see cref="BollingerReversionStrategy"/>.
	/// </summary>
	public BollingerReversionStrategy()
	{
		_bollingerPeriod = Param(nameof(BollingerPeriod), 20)
			.SetRange(5, 50)
			.SetDisplay("Bollinger Period", "Period for Bollinger Bands calculation", "Indicators");

		_bollingerDeviation = Param(nameof(BollingerDeviation), 2.0m)
			.SetRange(0.5m, 4m)
			.SetDisplay("Bollinger Deviation", "Standard deviation multiplier for Bollinger Bands", "Indicators");

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

		_atrPeriod = Param(nameof(AtrPeriod), 14).SetGreaterThanZero()
			.SetDisplay("ATR Period", "Wilder ATR lookback for local protection.", "Protection");
		_atrMultiplier = Param(nameof(AtrMultiplier), 2m).SetNotNegative()
			.SetDisplay("ATR Multiplier", "Frozen signal ATR distance; zero disables the stop.", "Protection");
		OrderRegistering += order => _pendingOrder = order;
	}

	/// <inheritdoc />
	public override IEnumerable<(Security sec, DataType dt)> GetWorkingSecurities()
	{
		return [(Security, CandleType), (Security, DataType.Level1)];
	}

	/// <inheritdoc />
	protected override void OnReseted()
	{
		base.OnReseted();
		_pendingOrder = null;
		_stopDistance = null;
		_protectionStarted = false;
	}

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

		var bollingerBands = new BollingerBands
		{
			Length = BollingerPeriod,
			Width = BollingerDeviation
		};
		var atr = new AverageTrueRange { Length = AtrPeriod };
		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 subscription = SubscribeCandles(CandleType);
		subscription
			.BindEx(bollingerBands, atr, ProcessCandle, false)
			.Start();

		// Setup chart visualization
		var area = CreateChartArea();
		if (area != null)
		{
			DrawCandles(area, subscription);
			DrawIndicator(area, bollingerBands);
			DrawIndicator(area, atr);
			DrawOwnTrades(area);
		}
	}

	private void ObserveProtectionQuote(Level1ChangeMessage quote)
	{
		// Native protection runs before the callback, including between finished candles.
	}

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

		if (!bollingerValue.IsFormed || !atrValue.IsFormed || !IsFormedAndOnlineAndAllowTrading())
			return;

		if (_pendingOrder is not null && _pendingOrder.State is not (OrderStates.Done or OrderStates.Failed))
			return;

		var bb = (IBollingerBandsValue)bollingerValue;

		if (bb.UpBand is not decimal upper ||
			bb.LowBand is not decimal lower)
			return;

		var close = candle.ClosePrice;

		// Return inside the entry-side band exits, without waiting for the middle band.
		if (Position > 0m && close >= lower)
			SellMarket(Position);
		else if (Position < 0m && close <= upper)
			BuyMarket(Math.Abs(Position));
		else if (Position == 0m && close < lower)
			Enter(Sides.Buy, atrValue.GetValue<decimal>());
		else if (Position == 0m && close > upper)
			Enter(Sides.Sell, atrValue.GetValue<decimal>());
	}

	private void Enter(Sides side, decimal atr)
	{
		var distance = atr * AtrMultiplier;
		_stopDistance ??= new Unit(distance);
		// Flat entries update the SAME Unit retained by native cached position controllers.
		_stopDistance.Value = distance;
		if (!_protectionStarted && distance > 0m)
		{
			StartProtection(new Unit(), _stopDistance, useMarketOrders: true, isLocalStop: true);
			_protectionStarted = true;
		}
		RegisterOrder(new Order
		{
			Security = Security,
			Portfolio = Portfolio,
			Type = OrderTypes.Market,
			Side = side,
			Volume = Volume,
			Comment = "Bollinger reversion entry",
		});
	}
}