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Estrategia Renko Line Break vs RSI

Esta estrategia recrea el experto MetaTrader "RenkoLineBreak vs RSI" usando la API de alto nivel de StockSharp. Combina la detección de tendencia Renko con un filtro de retroceso RSI y ejecuta operaciones a través de órdenes stop pendientes ubicadas alrededor de una estructura de precio de tres velas.

Detalles

  • Criterios de entrada:
    • Largo: La tendencia Renko permanece alcista y el RSI cae hasta 50 - RsiShift o por debajo. Se coloca una orden stop de compra en el máximo de la vela de tres barras atrás más IndentFromHighLow.
    • Corto: La tendencia Renko permanece bajista y el RSI sube hasta 50 + RsiShift o por encima. Se coloca una orden stop de venta en el mínimo de la vela de tres barras atrás menos IndentFromHighLow.
    • Las órdenes pendientes se cancelan cuando la tendencia Renko cambia de dirección (ToUp / ToDown).
  • Largo/Corto: Ambos.
  • Criterios de salida:
    • Salidas de mercado cuando aparece la transición Renko opuesta (ToDown para largos, ToUp para cortos).
    • El RSI cruza de vuelta a través del punto medio (50 ± RsiShift).
    • Los rangos de velas alcanzando los niveles de stop-loss o take-profit planificados.
  • Stops:
    • El stop-loss está anclado al extremo de las últimas tres velas más IndentFromHighLow.
    • El take-profit está a TakeProfit unidades de precio desde la entrada prevista (opcional cuando se establece en cero).
  • Valores predeterminados:
    • BoxSize = 500m.
    • RsiPeriod = 4.
    • RsiShift = 20m.
    • TakeProfit = 1000m.
    • IndentFromHighLow = 50m.
    • Volume = 1m.
    • CandleType = marco temporal de 5 minutos.
  • Filtros:
    • Categoría: Seguimiento de tendencia.
    • Dirección: Ambos.
    • Indicadores: Renko, RSI.
    • Stops: Stop fijo y take profit.
    • Complejidad: Intermedio.
    • Marco temporal: Híbrido (Renko + velas temporales).
    • Estacionalidad: No.
    • Redes neuronales: No.
    • Divergencia: No.
    • Nivel de riesgo: Medio.

Cómo funciona

  1. Una suscripción Renko (RenkoCandleMessage) estima la dirección de la tendencia. Cuando un ladrillo Renko cambia de dirección, el estado de tendencia se establece en ToUp o ToDown por una barra para imitar el comportamiento del indicador original.
  2. Simultáneamente, un flujo de velas basado en tiempo alimenta el indicador RSI y proporciona los últimos tres máximos/mínimos usados para los niveles de ruptura.
  3. Cuando ambas condiciones de tendencia Renko y RSI se alinean, la estrategia registra una orden stop (compra o venta). Los niveles planificados de stop-loss y take-profit se almacenan y monitorean después de que se dispara la orden.
  4. Tras la ejecución de la orden, los niveles de protección almacenados se activan. Las velas posteriores verifican si el precio alcanza los rangos de stop o objetivo; si es así, la posición se cierra a mercado.
  5. Si el impulso se desvanece (RSI cruza de vuelta a través del punto medio) o la tendencia Renko cambia, la posición se cierra anticipadamente.

Indicadores utilizados

  • Ladrillos Renko para inferir el sesgo direccional y detectar transiciones entre estados alcistas y bajistas.
  • Relative Strength Index (RSI) para calificar entradas exigiendo retrocesos contra la tendencia.

Notas adicionales

  • IndentFromHighLow modela el buffer del experto original que mantiene las órdenes de entrada y stop alejadas de los máximos y mínimos recientes.
  • TakeProfit puede establecerse en cero para deshabilitar el objetivo de ganancia mientras deja la lógica de stop-loss intacta.
  • La estrategia mantiene solo una orden pendiente a la vez y la cancela automáticamente cuando las condiciones del mercado invalidan la configuración.
using System;
using System.Linq;
using System.Collections.Generic;

using Ecng.Common;
using Ecng.Collections;
using Ecng.Serialization;

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

using StockSharp.Algo.Candles;

namespace StockSharp.Samples.Strategies;

/// <summary>
/// Strategy that combines Renko trend detection with RSI pullbacks.
/// Uses a three-bar breakout structure for entries and attaches stop-loss and take-profit levels.
/// </summary>
public class RenkoLineBreakVsRsiStrategy : Strategy
{
	private enum TrendStates
	{
		None,
		Up,
		Down,
		ToUp,
		ToDown
	}

	private readonly StrategyParam<decimal> _boxSize;
	private readonly StrategyParam<int> _rsiPeriod;
	private readonly StrategyParam<decimal> _rsiShift;
	private readonly StrategyParam<decimal> _takeProfit;
	private readonly StrategyParam<decimal> _indentFromHighLow;
	private readonly StrategyParam<DataType> _candleType;

	private RelativeStrengthIndex _rsi;
	private DataType _renkoType;

	private TrendStates _trendState = TrendStates.None;
	private bool _renkoHasPrev;
	private bool _renkoPrevBull;

	private decimal _prevHigh1;
	private decimal _prevHigh2;
	private decimal _prevHigh3;
	private decimal _prevLow1;
	private decimal _prevLow2;
	private decimal _prevLow3;
	private int _historyCount;

	private bool? _pendingIsBuy;
	private bool _plannedTakeProfitEnabled;
	private bool _hasPlannedPrices;
	private decimal _plannedEntryPrice;
	private decimal _plannedStopPrice;
	private decimal _plannedTakeProfitPrice;

	private decimal? _activeStopPrice;
	private decimal? _activeTakeProfitPrice;

	private decimal _lastPosition;

	/// <summary>
	/// Renko brick size in price units.
	/// </summary>
	public decimal BoxSize
	{
		get => _boxSize.Value;
		set => _boxSize.Value = value;
	}

	/// <summary>
	/// RSI calculation period.
	/// </summary>
	public int RsiPeriod
	{
		get => _rsiPeriod.Value;
		set => _rsiPeriod.Value = value;
	}

	/// <summary>
	/// Distance from the RSI midpoint (50) to generate pullback signals.
	/// </summary>
	public decimal RsiShift
	{
		get => _rsiShift.Value;
		set => _rsiShift.Value = value;
	}

	/// <summary>
	/// Take-profit distance in price units from the planned entry price.
	/// </summary>
	public decimal TakeProfit
	{
		get => _takeProfit.Value;
		set => _takeProfit.Value = value;
	}

	/// <summary>
	/// Additional indent applied to breakout and stop-loss levels.
	/// </summary>
	public decimal IndentFromHighLow
	{
		get => _indentFromHighLow.Value;
		set => _indentFromHighLow.Value = value;
	}


	/// <summary>
	/// Time-based candle type used for RSI and breakout calculations.
	/// </summary>
	public DataType CandleType
	{
		get => _candleType.Value;
		set => _candleType.Value = value;
	}

	/// <summary>
	/// Initialize <see cref="RenkoLineBreakVsRsiStrategy"/> parameters.
	/// </summary>
	public RenkoLineBreakVsRsiStrategy()
	{
		_boxSize = Param(nameof(BoxSize), 100m)
		.SetGreaterThanZero()
		.SetDisplay("Renko Box Size", "Renko brick size in price units", "Renko")
		
		.SetOptimize(100m, 1000m, 100m);

		_rsiPeriod = Param(nameof(RsiPeriod), 4)
		.SetGreaterThanZero()
		.SetDisplay("RSI Period", "Relative Strength Index period", "Indicators")
		
		.SetOptimize(2, 20, 1);

		_rsiShift = Param(nameof(RsiShift), 10m)
		.SetGreaterThanZero()
		.SetDisplay("RSI Shift", "Distance from the 50 level to detect pullbacks", "Indicators")
		
		.SetOptimize(10m, 40m, 5m);

		_takeProfit = Param(nameof(TakeProfit), 1000m)
		.SetGreaterThanZero()
		.SetDisplay("Take Profit", "Take profit distance in price units", "Risk Management")
		
		.SetOptimize(200m, 2000m, 200m);

		_indentFromHighLow = Param(nameof(IndentFromHighLow), 50m)
		.SetGreaterThanZero()
		.SetDisplay("Indent", "Indent applied to breakout and stop levels", "Risk Management")
		
		.SetOptimize(10m, 200m, 10m);


		_candleType = Param(nameof(CandleType), TimeSpan.FromHours(2).TimeFrame())
		.SetDisplay("Candle Type", "Timeframe used for RSI and breakouts", "General");
	}

	/// <inheritdoc />
	public override IEnumerable<(Security sec, DataType dt)> GetWorkingSecurities()
	{
		_renkoType ??= DataType.Create(typeof(RenkoCandleMessage), new Unit(BoxSize));

		return [(Security, CandleType), (Security, _renkoType)];
	}

	/// <inheritdoc />
	protected override void OnReseted()
	{
		base.OnReseted();

		_rsi = null;
		_renkoType = null;

		_trendState = TrendStates.None;
		_renkoHasPrev = false;
		_renkoPrevBull = false;

		_prevHigh1 = 0m;
		_prevHigh2 = 0m;
		_prevHigh3 = 0m;
		_prevLow1 = 0m;
		_prevLow2 = 0m;
		_prevLow3 = 0m;
		_historyCount = 0;

		ResetPendingPlan();
		ResetActiveTargets();

		_lastPosition = 0m;
	}

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

		_rsi = new RelativeStrengthIndex
		{
			Length = RsiPeriod
		};

		_renkoType ??= DataType.Create(typeof(RenkoCandleMessage), new Unit(BoxSize));

		var timeSubscription = SubscribeCandles(CandleType);
		timeSubscription
		.Bind(_rsi, ProcessTimeCandle)
		.Start();

		var renkoSubscription = SubscribeCandles(_renkoType);
		renkoSubscription
		.Bind(ProcessRenkoCandle)
		.Start();

		var area = CreateChartArea();
		if (area != null)
		{
			DrawCandles(area, timeSubscription);
			DrawIndicator(area, _rsi);
			DrawOwnTrades(area);
		}

		StartProtection(null, null);
	}

	private void ProcessRenkoCandle(ICandleMessage candle)
	{
		if (candle.State != CandleStates.Finished)
		return;

		var isBull = candle.ClosePrice > candle.OpenPrice;
		var isBear = candle.ClosePrice < candle.OpenPrice;

		if (!_renkoHasPrev)
		{
			// Store the very first renko brick direction and wait for the next one to define a trend state.
			_renkoPrevBull = isBull;
			_renkoHasPrev = true;
			_trendState = TrendStates.None;
			return;
		}

		if (isBull)
		{
			_trendState = _renkoPrevBull ? TrendStates.Up : TrendStates.ToUp;
			_renkoPrevBull = true;
		}
		else if (isBear)
		{
			_trendState = _renkoPrevBull ? TrendStates.ToDown : TrendStates.Down;
			_renkoPrevBull = false;
		}
		else
		{
			// Flat bricks keep the previous trend state.
		}
	}

	private void ProcessTimeCandle(ICandleMessage candle, decimal rsiValue)
	{
		if (candle.State != CandleStates.Finished)
		return;

		var canTrade = true;
		var hasRsi = _rsi?.IsFormed == true && rsiValue >= 0m;

		CheckPendingActivation();

		ManagePosition(candle, rsiValue, hasRsi);

		if (canTrade && Position == 0)
		{
			TryPlaceEntry(rsiValue, hasRsi);
		}
		else if (!canTrade && Position == 0 && _pendingIsBuy != null)
		{
			// Cancel pending orders when trading is not allowed.
			// CancelActiveOrders - not available
			ResetPendingPlan();
		}

		UpdateHistory(candle);
		_lastPosition = Position;
	}

	private void ManagePosition(ICandleMessage candle, decimal rsiValue, bool hasRsi)
	{
		var position = Position;

		if (position > 0m)
		{
			// Long position management.
			if (_pendingIsBuy != null)
			ResetPendingPlan();

			if (_activeTakeProfitPrice.HasValue && candle.HighPrice >= _activeTakeProfitPrice.Value)
			{
				SellMarket();
				ResetActiveTargets();
				return;
			}

			if (_activeStopPrice.HasValue && candle.LowPrice <= _activeStopPrice.Value)
			{
				SellMarket();
				ResetActiveTargets();
				return;
			}

			if (_trendState == TrendStates.ToDown)
			{
				SellMarket();
				ResetActiveTargets();
				return;
			}

			if (hasRsi && rsiValue > 50m + RsiShift)
			{
				SellMarket();
				ResetActiveTargets();
			}
		}
		else if (position < 0m)
		{
			// Short position management.
			if (_pendingIsBuy != null)
			ResetPendingPlan();

			var absPosition = Math.Abs(position);

			if (_activeTakeProfitPrice.HasValue && candle.LowPrice <= _activeTakeProfitPrice.Value)
			{
				BuyMarket();
				ResetActiveTargets();
				return;
			}

			if (_activeStopPrice.HasValue && candle.HighPrice >= _activeStopPrice.Value)
			{
				BuyMarket();
				ResetActiveTargets();
				return;
			}

			if (_trendState == TrendStates.ToUp)
			{
				BuyMarket();
				ResetActiveTargets();
				return;
			}

			if (hasRsi && rsiValue < 50m - RsiShift)
			{
				BuyMarket();
				ResetActiveTargets();
			}
		}
		else
		{
			// No position -> clear active stop/target remnants.
			if (_activeStopPrice.HasValue || _activeTakeProfitPrice.HasValue)
			ResetActiveTargets();
		}
	}

	private void TryPlaceEntry(decimal rsiValue, bool hasRsi)
	{
		var effectiveTrend = GetEffectiveTrend();

		if (effectiveTrend == TrendStates.ToDown || effectiveTrend == TrendStates.ToUp)
		{
			if (_pendingIsBuy != null)
			{
				// CancelActiveOrders - not available
				ResetPendingPlan();
			}

			return;
		}

		if (_historyCount < 3 || !hasRsi)
		return;

		var indent = IndentFromHighLow;
		var takeProfitDistance = TakeProfit;

		if (effectiveTrend == TrendStates.Up && rsiValue <= 50m - RsiShift)
		{
			var entryPrice = _prevHigh3 + indent;
			var stopPrice = Math.Min(_prevLow1, Math.Min(_prevLow2, _prevLow3)) - indent;

			if (entryPrice > 0m && stopPrice > 0m && entryPrice > stopPrice)
			{
				var takeProfitPrice = takeProfitDistance > 0m ? entryPrice + takeProfitDistance : (decimal?)null;
				PlacePendingOrder(true, entryPrice, stopPrice, takeProfitPrice);
			}
		}
		else if (effectiveTrend == TrendStates.Down && rsiValue >= 50m + RsiShift)
		{
			var entryPrice = _prevLow3 - indent;
			var stopPrice = Math.Max(_prevHigh1, Math.Max(_prevHigh2, _prevHigh3)) + indent;

			if (entryPrice > 0m && stopPrice > 0m && entryPrice < stopPrice)
			{
				var takeProfitPrice = takeProfitDistance > 0m ? entryPrice - takeProfitDistance : (decimal?)null;
				PlacePendingOrder(false, entryPrice, stopPrice, takeProfitPrice);
			}
		}
	}

	private TrendStates GetEffectiveTrend()
	{
		if (_trendState != TrendStates.None)
			return _trendState;

		if (_historyCount < 3)
			return TrendStates.None;

		if (_prevHigh1 > _prevHigh2 && _prevHigh2 > _prevHigh3)
			return TrendStates.Up;

		if (_prevLow1 < _prevLow2 && _prevLow2 < _prevLow3)
			return TrendStates.Down;

		return TrendStates.None;
	}

	private void PlacePendingOrder(bool isBuy, decimal entryPrice, decimal stopPrice, decimal? takeProfitPrice)
	{
		// Avoid duplicate registrations if the pending order already matches the desired levels.
		if (_pendingIsBuy == isBuy && _hasPlannedPrices &&
		entryPrice == _plannedEntryPrice && stopPrice == _plannedStopPrice &&
		((takeProfitPrice == null && !_plannedTakeProfitEnabled) ||
		(takeProfitPrice != null && _plannedTakeProfitEnabled && takeProfitPrice.Value == _plannedTakeProfitPrice)))
		{
			return;
		}

		CancelActiveOrders();
		ResetPendingPlan();

		var volume = Volume;

		if (isBuy)
		{
			BuyMarket();
		}
		else
		{
			SellMarket();
		}

		_pendingIsBuy = isBuy;
		_hasPlannedPrices = true;
		_plannedEntryPrice = entryPrice;
		_plannedStopPrice = stopPrice;
		_plannedTakeProfitEnabled = takeProfitPrice != null;
		_plannedTakeProfitPrice = takeProfitPrice ?? 0m;
	}

	private void CheckPendingActivation()
	{
		if (_pendingIsBuy == null || !_hasPlannedPrices)
		return;

		if (_pendingIsBuy.Value && _lastPosition <= 0m && Position > 0m)
		{
			ActivatePlannedTargets();
		}
		else if (!_pendingIsBuy.Value && _lastPosition >= 0m && Position < 0m)
		{
			ActivatePlannedTargets();
		}
	}

	private void ActivatePlannedTargets()
	{
		_activeStopPrice = _plannedStopPrice;
		_activeTakeProfitPrice = _plannedTakeProfitEnabled ? _plannedTakeProfitPrice : null;

		ResetPendingPlan();
	}

	private void UpdateHistory(ICandleMessage candle)
	{
		_prevHigh3 = _prevHigh2;
		_prevHigh2 = _prevHigh1;
		_prevHigh1 = candle.HighPrice;

		_prevLow3 = _prevLow2;
		_prevLow2 = _prevLow1;
		_prevLow1 = candle.LowPrice;

		if (_historyCount < 3)
		{
			_historyCount++;
		}
	}

	private void ResetPendingPlan()
	{
		_pendingIsBuy = null;
		_hasPlannedPrices = false;
		_plannedEntryPrice = 0m;
		_plannedStopPrice = 0m;
		_plannedTakeProfitPrice = 0m;
		_plannedTakeProfitEnabled = false;
	}

	private void ResetActiveTargets()
	{
		_activeStopPrice = null;
		_activeTakeProfitPrice = null;
	}
}