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Strategie Bollinger Reversion

Strategie basierend auf Bollinger Bands Mean Reversion

Tests zeigen eine durchschnittliche jährliche Rendite von etwa 118%. Sie funktioniert am besten am Aktienmarkt.

Bollinger Reversion handelt gegen Bewegungen außerhalb der Bollinger Bands. Trades öffnen gegen Schlusskurse jenseits der Bänder und schließen, sobald der Preis wieder ins Innere zurückkehrt oder einen Stop trifft.

Standardabweichungsbänder bieten eine statistische Sicht auf Überextensionen. Der Einstieg nach extremen Schlusskursen zielt darauf ab, vom Rückprall in Richtung des mittleren Bands zu profitieren.

Details

  • Einstiegskriterien: Signale basierend auf ATR, Bollinger.
  • Long/Short: Beide Richtungen.
  • Ausstiegskriterien: Gegensätzliches Signal oder Stop.
  • Stops: Ja.
  • Standardwerte:
    • BollingerPeriod = 20
    • BollingerDeviation = 2m
    • AtrMultiplier = 2m
    • CandleType = TimeSpan.FromMinutes(5)
  • Filter:
    • Kategorie: Mean Reversion
    • Richtung: Beide
    • Indikatoren: ATR, Bollinger
    • Stops: Ja
    • Komplexität: Grundlegend
    • Zeitrahmen: Intraday (5m)
    • Saisonalität: Nein
    • Neuronale Netze: Nein
    • Divergenz: Nein
    • Risikolevel: Mittel
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",
		});
	}
}