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Crossing of Two iMA Strategy

This strategy ports the classic “Crossing of two iMA” MetaTrader 5 expert advisor into the StockSharp high-level API. It trades when two configurable moving averages cross and can optionally require confirmation from a third moving average that acts as a directional filter. The implementation keeps the original flexibility by supporting manual or risk-based position sizing, pending-entry style offsets and a trailing stop with user-defined step.

The conversion processes signals on the close of each finished candle, replicating how the MQL5 expert waits for a new bar. Pending order behavior (PriceLevelPips) is simulated internally by monitoring candle highs and lows, so no actual stop/limit orders are submitted. A long pending trigger activates when the bar reaches the chosen price for buy stop entries or dips to the price for buy limit entries, and the same symmetric logic is applied for short setups.

Trading rules

  • Indicators
    • First moving average (period, shift and method are configurable).
    • Second moving average (also fully configurable).
    • Optional Third moving average used as a filter (UseThirdMovingAverage = true).
  • Entry conditions
    • Primary cross (bars 0 and 1)
      • Long: first MA crosses above the second MA on the current bar while it was below on the previous bar. If the filter is active, the third MA must stay below the first MA to validate the long breakout.
      • Short: first MA crosses below the second MA and, if the filter is enabled, the third MA must stay above the first MA.
    • Fallback cross (bars 0 and 2)
      • Performs an additional lookback to catch quick crosses that occurred between the previous two bars. The strategy ignores this signal if another trade was already opened within the last three bars (same as the MQL5 history lookup).
  • Direction: both long and short.
  • Stops and targets
    • Stop loss and take profit are expressed in pips. They are converted to price offsets based on the instrument tick size and adjusted for 3/5 digit pricing just like the original EA.
    • Trailing stop activates only when TrailingStopPips > 0. It moves the stop by the trailing distance once price advances by at least TrailingStepPips beyond the previous stop level.
  • Pending order mode (PriceLevelPips)
    • 0: enter immediately at market.
    • < 0: simulate stop orders (buy stop above price, sell stop below price). The stop loss and take profit are shifted by the same offset.
    • > 0: simulate limit orders (buy limit below price, sell limit above price). Protective levels are shifted accordingly.

Money management

  • UseFixedVolume = true replicates the EA’s manual lot mode. The strategy simply uses Volume (and closes opposite positions before opening a new one).
  • When UseFixedVolume = false, the strategy allocates risk as Portfolio.CurrentValue * RiskPercent / 100. The order size becomes riskAmount / stopDistance. If no stop loss is provided (StopLossPips = 0), the calculated risk distance equals zero, so the strategy refuses to open a position—identical to the original MoneyFixedRisk behavior returning zero lots.

Trailing logic

  • Long positions trail the stop to Close - TrailingStopPips * pipValue once price has moved by at least TrailingStepPips beyond the previous stop. The trailing value always moves upward and never loosens the stop.
  • Short positions mirror this behavior by moving the stop to Close + TrailingStopPips * pipValue when the price advances enough in favor.
  • Take profit and initial stop are checked before trailing adjustments, ensuring exits match the original EA priorities.

Default parameters

  • First MA: length 5, shift 3, method Smoothed.
  • Second MA: length 8, shift 5, method Smoothed.
  • Third MA filter: enabled, length 13, shift 8, method Smoothed.
  • Risk controls: stop loss 50 pips, take profit 50 pips, trailing 10 pips with a 4 pip step.
  • Money management: UseFixedVolume = true, RiskPercent = 5 for the alternative sizing mode.
  • Pending offset: 0 pips (market execution).
  • Candle type: 1-minute time frame (can be changed to match the original chart period).

Implementation notes

  • The moving average shift parameters delay signal values exactly by the configured number of bars, so plotting on StockSharp charts matches the MT5 visual shift.
  • The strategy stores only the minimal state required (current, previous and two bars back) to satisfy the “bars [0], [1], [2]” logic from MQL5. No historical collections are recreated beyond that buffer.
  • Pending entries are cleared whenever a new signal appears, replicating the EA’s DeleteAllOrders() call.
  • Because StockSharp executes orders asynchronously, the entry price recorded for trailing and target calculations uses the intended trigger price. Backtests therefore reproduce the original EA logic on candle data without relying on tick-level fills.
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;

namespace StockSharp.Samples.Strategies;

/// <summary>
/// Strategy that emulates the "Crossing of two iMA" MQL5 expert advisor.
/// It trades crossovers between two configurable moving averages with an optional third filter average.
/// Supports manual volume or percentage risk based sizing, simulated pending orders and trailing stop management.
/// </summary>
public class CrossingOfTwoIMAStrategy : Strategy
{
	/// <summary>
	/// Moving average calculation methods supported by the strategy.
	/// </summary>
	public enum MovingAverageMethods
	{
		/// <summary>
		/// Simple moving average.
		/// </summary>
		Simple,

		/// <summary>
		/// Exponential moving average.
		/// </summary>
		Exponential,

		/// <summary>
		/// Smoothed (RMA) moving average.
		/// </summary>
		Smoothed,

		/// <summary>
		/// Linear weighted moving average.
		/// </summary>
		Weighted,
	}

	private readonly StrategyParam<int> _firstPeriod;
	private readonly StrategyParam<int> _firstShift;
	private readonly StrategyParam<MovingAverageMethods> _firstMethod;

	private readonly StrategyParam<int> _secondPeriod;
	private readonly StrategyParam<int> _secondShift;
	private readonly StrategyParam<MovingAverageMethods> _secondMethod;

	private readonly StrategyParam<bool> _useThirdAverage;
	private readonly StrategyParam<int> _thirdPeriod;
	private readonly StrategyParam<int> _thirdShift;
	private readonly StrategyParam<MovingAverageMethods> _thirdMethod;

	private readonly StrategyParam<bool> _useFixedVolume;
	private readonly StrategyParam<decimal> _riskPercent;

	private readonly StrategyParam<int> _priceLevelPips;
	private readonly StrategyParam<int> _stopLossPips;
	private readonly StrategyParam<int> _takeProfitPips;
	private readonly StrategyParam<int> _trailingStopPips;
	private readonly StrategyParam<int> _trailingStepPips;
	private readonly StrategyParam<DataType> _candleType;

	private DecimalLengthIndicator _firstMa;
	private DecimalLengthIndicator _secondMa;
	private DecimalLengthIndicator _thirdMa;

	private readonly List<decimal> _firstValues = new();
	private readonly List<decimal> _secondValues = new();
	private readonly List<decimal> _thirdValues = new();
	private readonly List<DateTimeOffset> _openTimes = new();

	private decimal _pipSize;
	private decimal? _entryPrice;
	private decimal? _activeStopLoss;
	private decimal? _activeTakeProfit;
	private bool _isLongPosition;
	private PendingOrder _pendingOrder;
	private DateTimeOffset? _lastEntryTime;

	private enum PendingOrderTypes
	{
		None,
		BuyStop,
		BuyLimit,
		SellStop,
		SellLimit,
	}

	private sealed class PendingOrder
	{
		public PendingOrderTypes Type { get; init; }
		public decimal EntryPrice { get; init; }
		public decimal? StopLoss { get; init; }
		public decimal? TakeProfit { get; init; }
		public decimal Volume { get; init; }
	}

	/// <summary>
	/// Initializes a new instance of the <see cref="CrossingOfTwoIMAStrategy"/> class.
	/// </summary>
	public CrossingOfTwoIMAStrategy()
	{
		_firstPeriod = Param(nameof(FirstMaPeriod), 5)
			.SetGreaterThanZero()
			.SetDisplay("First MA Period", "Period of the first moving average", "First Moving Average")
			
			.SetOptimize(2, 30, 1);

		_firstShift = Param(nameof(FirstMaShift), 3)
			.SetNotNegative()
			.SetDisplay("First MA Shift", "Shift applied to the first moving average", "First Moving Average");

		_firstMethod = Param(nameof(FirstMaMethod), MovingAverageMethods.Simple)
			.SetDisplay("First MA Method", "Calculation method of the first moving average", "First Moving Average");

		_secondPeriod = Param(nameof(SecondMaPeriod), 8)
			.SetGreaterThanZero()
			.SetDisplay("Second MA Period", "Period of the second moving average", "Second Moving Average")
			
			.SetOptimize(3, 60, 1);

		_secondShift = Param(nameof(SecondMaShift), 5)
			.SetNotNegative()
			.SetDisplay("Second MA Shift", "Shift applied to the second moving average", "Second Moving Average");

		_secondMethod = Param(nameof(SecondMaMethod), MovingAverageMethods.Simple)
			.SetDisplay("Second MA Method", "Calculation method of the second moving average", "Second Moving Average");

		_useThirdAverage = Param(nameof(UseThirdMovingAverage), true)
			.SetDisplay("Use Third MA", "Enable the third moving average as a directional filter", "Third Moving Average");

		_thirdPeriod = Param(nameof(ThirdMaPeriod), 13)
			.SetGreaterThanZero()
			.SetDisplay("Third MA Period", "Period of the third moving average", "Third Moving Average");

		_thirdShift = Param(nameof(ThirdMaShift), 8)
			.SetNotNegative()
			.SetDisplay("Third MA Shift", "Shift applied to the third moving average", "Third Moving Average");

		_thirdMethod = Param(nameof(ThirdMaMethod), MovingAverageMethods.Simple)
			.SetDisplay("Third MA Method", "Calculation method of the third moving average", "Third Moving Average");

		_useFixedVolume = Param(nameof(UseFixedVolume), true)
			.SetDisplay("Use Fixed Volume", "Use the strategy volume directly instead of risk based sizing", "Money Management");

		_riskPercent = Param(nameof(RiskPercent), 5m)
			.SetNotNegative()
			.SetDisplay("Risk %", "Risk percentage of portfolio value per trade when position sizing is dynamic", "Money Management");

		_priceLevelPips = Param(nameof(PriceLevelPips), 0)
			.SetDisplay("Price Level (pips)", "Offset in pips for simulated pending orders (negative for stop, positive for limit)", "Orders");

		_stopLossPips = Param(nameof(StopLossPips), 50)
			.SetNotNegative()
			.SetDisplay("Stop Loss (pips)", "Initial stop loss distance in pips", "Risk");

		_takeProfitPips = Param(nameof(TakeProfitPips), 50)
			.SetNotNegative()
			.SetDisplay("Take Profit (pips)", "Take profit distance in pips", "Risk");

		_trailingStopPips = Param(nameof(TrailingStopPips), 10)
			.SetNotNegative()
			.SetDisplay("Trailing Stop (pips)", "Trailing stop distance in pips", "Risk");

		_trailingStepPips = Param(nameof(TrailingStepPips), 4)
			.SetNotNegative()
			.SetDisplay("Trailing Step (pips)", "Additional progress in pips required before the trailing stop is advanced", "Risk");

		_candleType = Param(nameof(CandleType), TimeSpan.FromHours(1).TimeFrame())
			.SetDisplay("Candle Type", "Primary candle series used for signals", "General");
	}

	/// <summary>
	/// Period of the first moving average.
	/// </summary>
	public int FirstMaPeriod
	{
		get => _firstPeriod.Value;
		set => _firstPeriod.Value = value;
	}

	/// <summary>
	/// Shift (in bars) of the first moving average.
	/// </summary>
	public int FirstMaShift
	{
		get => _firstShift.Value;
		set => _firstShift.Value = value;
	}

	/// <summary>
	/// Method used for the first moving average.
	/// </summary>
	public MovingAverageMethods FirstMaMethod
	{
		get => _firstMethod.Value;
		set => _firstMethod.Value = value;
	}

	/// <summary>
	/// Period of the second moving average.
	/// </summary>
	public int SecondMaPeriod
	{
		get => _secondPeriod.Value;
		set => _secondPeriod.Value = value;
	}

	/// <summary>
	/// Shift (in bars) of the second moving average.
	/// </summary>
	public int SecondMaShift
	{
		get => _secondShift.Value;
		set => _secondShift.Value = value;
	}

	/// <summary>
	/// Method used for the second moving average.
	/// </summary>
	public MovingAverageMethods SecondMaMethod
	{
		get => _secondMethod.Value;
		set => _secondMethod.Value = value;
	}

	/// <summary>
	/// Enables the third moving average filter.
	/// </summary>
	public bool UseThirdMovingAverage
	{
		get => _useThirdAverage.Value;
		set => _useThirdAverage.Value = value;
	}

	/// <summary>
	/// Period of the third moving average.
	/// </summary>
	public int ThirdMaPeriod
	{
		get => _thirdPeriod.Value;
		set => _thirdPeriod.Value = value;
	}

	/// <summary>
	/// Shift (in bars) of the third moving average.
	/// </summary>
	public int ThirdMaShift
	{
		get => _thirdShift.Value;
		set => _thirdShift.Value = value;
	}

	/// <summary>
	/// Method used for the third moving average.
	/// </summary>
	public MovingAverageMethods ThirdMaMethod
	{
		get => _thirdMethod.Value;
		set => _thirdMethod.Value = value;
	}

	/// <summary>
	/// Use fixed volume or percentage based sizing.
	/// </summary>
	public bool UseFixedVolume
	{
		get => _useFixedVolume.Value;
		set => _useFixedVolume.Value = value;
	}

	/// <summary>
	/// Risk percentage per trade when dynamic sizing is active.
	/// </summary>
	public decimal RiskPercent
	{
		get => _riskPercent.Value;
		set => _riskPercent.Value = value;
	}

	/// <summary>
	/// Offset in pips that defines simulated pending order behavior.
	/// </summary>
	public int PriceLevelPips
	{
		get => _priceLevelPips.Value;
		set => _priceLevelPips.Value = value;
	}

	/// <summary>
	/// Stop loss distance in pips.
	/// </summary>
	public int StopLossPips
	{
		get => _stopLossPips.Value;
		set => _stopLossPips.Value = value;
	}

	/// <summary>
	/// Take profit distance in pips.
	/// </summary>
	public int TakeProfitPips
	{
		get => _takeProfitPips.Value;
		set => _takeProfitPips.Value = value;
	}

	/// <summary>
	/// Trailing stop distance in pips.
	/// </summary>
	public int TrailingStopPips
	{
		get => _trailingStopPips.Value;
		set => _trailingStopPips.Value = value;
	}

	/// <summary>
	/// Required additional progress (in pips) before advancing the trailing stop.
	/// </summary>
	public int TrailingStepPips
	{
		get => _trailingStepPips.Value;
		set => _trailingStepPips.Value = value;
	}

	/// <summary>
	/// Primary candle type used for signal generation.
	/// </summary>
	public DataType CandleType
	{
		get => _candleType.Value;
		set => _candleType.Value = value;
	}

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

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

		_firstValues.Clear();
		_secondValues.Clear();
		_thirdValues.Clear();
		_openTimes.Clear();

		_entryPrice = null;
		_activeStopLoss = null;
		_activeTakeProfit = null;
		_isLongPosition = false;
		_pendingOrder = null;
		_lastEntryTime = null;
		_pipSize = 0m;
		_firstMa = null;
		_secondMa = null;
		_thirdMa = null;
	}

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

		_firstMa = CreateMovingAverage(FirstMaMethod, FirstMaPeriod);
		_secondMa = CreateMovingAverage(SecondMaMethod, SecondMaPeriod);
		_thirdMa = UseThirdMovingAverage ? CreateMovingAverage(ThirdMaMethod, ThirdMaPeriod) : null;

		_firstValues.Clear();
		_secondValues.Clear();
		_thirdValues.Clear();
		_openTimes.Clear();

		_pipSize = Security?.PriceStep ?? 1m;
		var decimals = Security?.Decimals;
		if (decimals == 3 || decimals == 5)
			_pipSize *= 10m;

		var subscription = SubscribeCandles(CandleType);

		if (UseThirdMovingAverage && _thirdMa != null)
		{
			subscription
				.Bind(_firstMa, _secondMa, _thirdMa, ProcessCandle)
				.Start();
		}
		else
		{
			subscription
				.Bind(_firstMa, _secondMa, ProcessCandle)
				.Start();
		}
	}

	private void ProcessCandle(ICandleMessage candle, decimal firstValue, decimal secondValue)
	{
		ProcessCandleInternal(candle, firstValue, secondValue, null);
	}

	private void ProcessCandle(ICandleMessage candle, decimal firstValue, decimal secondValue, decimal thirdValue)
	{
		ProcessCandleInternal(candle, firstValue, secondValue, thirdValue);
	}

	private void ProcessCandleInternal(ICandleMessage candle, decimal firstValue, decimal secondValue, decimal? thirdValue)
	{
		if (candle.State != CandleStates.Finished)
			return;

		UpdateOpenTimes(candle.OpenTime);

		HandlePendingOrders(candle);

		var positionChanged = false;
		ManageActivePosition(candle, ref positionChanged);

		UpdateSeries(_firstValues, FirstMaShift, firstValue);
		UpdateSeries(_secondValues, SecondMaShift, secondValue);

		if (UseThirdMovingAverage && thirdValue.HasValue)
			UpdateSeries(_thirdValues, ThirdMaShift, thirdValue.Value);

		if (!_firstMa.IsFormed || !_secondMa.IsFormed)
			return;

		// already checked above

		decimal? thirdCurrent = null;
		if (UseThirdMovingAverage)
		{
			if (_thirdMa?.IsFormed != true)
				return;

			thirdCurrent = GetSeriesValue(_thirdValues, ThirdMaShift, 0);
		}

		var first0 = GetSeriesValue(_firstValues, FirstMaShift, 0);
		var first1 = GetSeriesValue(_firstValues, FirstMaShift, 1);
		var first2 = GetSeriesValue(_firstValues, FirstMaShift, 2);

		var second0 = GetSeriesValue(_secondValues, SecondMaShift, 0);
		var second1 = GetSeriesValue(_secondValues, SecondMaShift, 1);
		var second2 = GetSeriesValue(_secondValues, SecondMaShift, 2);

		if (first0 is null || first1 is null || second0 is null || second1 is null)
			return;

		var priceLevelOffset = Math.Abs(PriceLevelPips) * _pipSize;

		var stopLoss = StopLossPips > 0 ? StopLossPips * _pipSize : 0m;
		var takeProfit = TakeProfitPips > 0 ? TakeProfitPips * _pipSize : 0m;

		var currentOpenTime = candle.OpenTime;
		var startTime = GetOpenTime(3) ?? DateTimeOffset.MinValue;
		var recentEntry = _lastEntryTime.HasValue && _lastEntryTime.Value >= startTime && _lastEntryTime.Value < currentOpenTime;

		if (first0 > second0 && first1 < second1)
		{
			if (!UseThirdMovingAverage || thirdCurrent is null || thirdCurrent < first0)
			{
				EnterLong(candle, stopLoss, takeProfit, priceLevelOffset);
				return;
			}
		}
		else if (first0 < second0 && first1 > second1)
		{
			if (!UseThirdMovingAverage || thirdCurrent is null || thirdCurrent > first0)
			{
				EnterShort(candle, stopLoss, takeProfit, priceLevelOffset);
				return;
			}
		}
		else if (first0 > second0 && first2 is not null && second2 is not null && first2 < second2)
		{
			if (!recentEntry && (!UseThirdMovingAverage || thirdCurrent is null || thirdCurrent < first0))
			{
				EnterLong(candle, stopLoss, takeProfit, priceLevelOffset);
				return;
			}
		}
		else if (first0 < second2 && first1 > second2 && second2 is not null)
		{
			if (!recentEntry && (!UseThirdMovingAverage || thirdCurrent is null || thirdCurrent > first0))
			{
				EnterShort(candle, stopLoss, takeProfit, priceLevelOffset);
			}
		}
	}

	private void EnterLong(ICandleMessage candle, decimal stopLossOffset, decimal takeProfitOffset, decimal priceLevelOffset)
	{
		if (Position > 0)
			return;

		var entryPrice = candle.ClosePrice;
		var stopPrice = stopLossOffset > 0m ? entryPrice - stopLossOffset : (decimal?)null;
		var takePrice = takeProfitOffset > 0m ? entryPrice + takeProfitOffset : (decimal?)null;

		var volume = CalculateOrderVolume(entryPrice, stopPrice);
		if (volume <= 0m)
			return;

		CancelPendingOrders();

		if (PriceLevelPips == 0)
		{
			var totalVolume = volume + (Position < 0 ? Math.Abs(Position) : 0m);
			if (totalVolume <= 0m)
				return;

			BuyMarket();
			_entryPrice = entryPrice;
			_activeStopLoss = stopPrice;
			_activeTakeProfit = takePrice;
			_isLongPosition = true;
			_lastEntryTime = candle.OpenTime;
		}
		else if (PriceLevelPips < 0)
		{
			var targetPrice = entryPrice + priceLevelOffset;
			var stop = stopPrice.HasValue ? stopPrice.Value + priceLevelOffset : (decimal?)null;
			var take = takePrice.HasValue ? takePrice.Value + priceLevelOffset : (decimal?)null;
			_pendingOrder = new PendingOrder
			{
				Type = PendingOrderTypes.BuyStop,
				EntryPrice = targetPrice,
				StopLoss = stop,
				TakeProfit = take,
				Volume = volume,
			};
		}
		else
		{
			var targetPrice = entryPrice - priceLevelOffset;
			var stop = stopPrice.HasValue ? stopPrice.Value - priceLevelOffset : (decimal?)null;
			var take = takePrice.HasValue ? takePrice.Value - priceLevelOffset : (decimal?)null;
			_pendingOrder = new PendingOrder
			{
				Type = PendingOrderTypes.BuyLimit,
				EntryPrice = targetPrice,
				StopLoss = stop,
				TakeProfit = take,
				Volume = volume,
			};
		}
	}

	private void EnterShort(ICandleMessage candle, decimal stopLossOffset, decimal takeProfitOffset, decimal priceLevelOffset)
	{
		if (Position < 0)
			return;

		var entryPrice = candle.ClosePrice;
		var stopPrice = stopLossOffset > 0m ? entryPrice + stopLossOffset : (decimal?)null;
		var takePrice = takeProfitOffset > 0m ? entryPrice - takeProfitOffset : (decimal?)null;

		var volume = CalculateOrderVolume(entryPrice, stopPrice);
		if (volume <= 0m)
			return;

		CancelPendingOrders();

		if (PriceLevelPips == 0)
		{
			var totalVolume = volume + (Position > 0 ? Math.Abs(Position) : 0m);
			if (totalVolume <= 0m)
				return;

			SellMarket();
			_entryPrice = entryPrice;
			_activeStopLoss = stopPrice;
			_activeTakeProfit = takePrice;
			_isLongPosition = false;
			_lastEntryTime = candle.OpenTime;
		}
		else if (PriceLevelPips < 0)
		{
			var targetPrice = entryPrice - priceLevelOffset;
			var stop = stopPrice.HasValue ? stopPrice.Value - priceLevelOffset : (decimal?)null;
			var take = takePrice.HasValue ? takePrice.Value - priceLevelOffset : (decimal?)null;
			_pendingOrder = new PendingOrder
			{
				Type = PendingOrderTypes.SellStop,
				EntryPrice = targetPrice,
				StopLoss = stop,
				TakeProfit = take,
				Volume = volume,
			};
		}
		else
		{
			var targetPrice = entryPrice + priceLevelOffset;
			var stop = stopPrice.HasValue ? stopPrice.Value + priceLevelOffset : (decimal?)null;
			var take = takePrice.HasValue ? takePrice.Value + priceLevelOffset : (decimal?)null;
			_pendingOrder = new PendingOrder
			{
				Type = PendingOrderTypes.SellLimit,
				EntryPrice = targetPrice,
				StopLoss = stop,
				TakeProfit = take,
				Volume = volume,
			};
		}
	}

	private void HandlePendingOrders(ICandleMessage candle)
	{
		if (_pendingOrder is null)
			return;

		var triggered = _pendingOrder.Type switch
		{
			PendingOrderTypes.BuyStop => candle.HighPrice >= _pendingOrder.EntryPrice,
			PendingOrderTypes.BuyLimit => candle.LowPrice <= _pendingOrder.EntryPrice,
			PendingOrderTypes.SellStop => candle.LowPrice <= _pendingOrder.EntryPrice,
			PendingOrderTypes.SellLimit => candle.HighPrice >= _pendingOrder.EntryPrice,
			_ => false,
		};

		if (!triggered)
			return;

		var volume = _pendingOrder.Volume;
		if (volume <= 0m)
		{
			_pendingOrder = null;
			return;
		}

		if (_pendingOrder.Type == PendingOrderTypes.BuyStop || _pendingOrder.Type == PendingOrderTypes.BuyLimit)
		{
			var totalVolume = volume + (Position < 0 ? Math.Abs(Position) : 0m);
			if (totalVolume > 0m)
			{
				BuyMarket();
				_entryPrice = _pendingOrder.EntryPrice;
				_activeStopLoss = _pendingOrder.StopLoss;
				_activeTakeProfit = _pendingOrder.TakeProfit;
				_isLongPosition = true;
				_lastEntryTime = candle.OpenTime;
			}
		}
		else
		{
			var totalVolume = volume + (Position > 0 ? Math.Abs(Position) : 0m);
			if (totalVolume > 0m)
			{
				SellMarket();
				_entryPrice = _pendingOrder.EntryPrice;
				_activeStopLoss = _pendingOrder.StopLoss;
				_activeTakeProfit = _pendingOrder.TakeProfit;
				_isLongPosition = false;
				_lastEntryTime = candle.OpenTime;
			}
		}

		_pendingOrder = null;
	}

	private void ManageActivePosition(ICandleMessage candle, ref bool positionChanged)
	{
		if (Position == 0)
			return;

		var positionVolume = Math.Abs(Position);
		if (positionVolume <= 0m)
			return;

		if (_isLongPosition)
		{
			if (_activeTakeProfit.HasValue && candle.HighPrice >= _activeTakeProfit.Value)
			{
				SellMarket();
				ResetPositionState();
				positionChanged = true;
				return;
			}

			if (_activeStopLoss.HasValue && candle.LowPrice <= _activeStopLoss.Value)
			{
				SellMarket();
				ResetPositionState();
				positionChanged = true;
				return;
			}

			UpdateTrailingForLong(candle);
		}
		else
		{
			if (_activeTakeProfit.HasValue && candle.LowPrice <= _activeTakeProfit.Value)
			{
				BuyMarket();
				ResetPositionState();
				positionChanged = true;
				return;
			}

			if (_activeStopLoss.HasValue && candle.HighPrice >= _activeStopLoss.Value)
			{
				BuyMarket();
				ResetPositionState();
				positionChanged = true;
				return;
			}

			UpdateTrailingForShort(candle);
		}
	}

	private void UpdateTrailingForLong(ICandleMessage candle)
	{
		if (TrailingStopPips <= 0)
			return;

		var trailingDistance = TrailingStopPips * _pipSize;
		var trailingStep = TrailingStepPips * _pipSize;

		var targetStop = candle.ClosePrice - trailingDistance;
		if (!_activeStopLoss.HasValue || targetStop <= _activeStopLoss.Value)
			return;

		if (trailingStep <= 0m || _activeStopLoss.Value < targetStop - trailingStep)
			_activeStopLoss = targetStop;
	}

	private void UpdateTrailingForShort(ICandleMessage candle)
	{
		if (TrailingStopPips <= 0)
			return;

		var trailingDistance = TrailingStopPips * _pipSize;
		var trailingStep = TrailingStepPips * _pipSize;

		var targetStop = candle.ClosePrice + trailingDistance;
		if (!_activeStopLoss.HasValue || targetStop >= _activeStopLoss.Value)
			return;

		if (trailingStep <= 0m || _activeStopLoss.Value > targetStop + trailingStep)
			_activeStopLoss = targetStop;
	}

	private decimal CalculateOrderVolume(decimal entryPrice, decimal? stopPrice)
	{
		if (UseFixedVolume || !stopPrice.HasValue)
			return Volume;

		var riskDistance = Math.Abs(entryPrice - stopPrice.Value);
		if (riskDistance <= 0m)
			return 0m;

		var equity = Portfolio?.CurrentValue ?? 0m;
		var riskAmount = equity * RiskPercent / 100m;
		return riskAmount > 0m ? riskAmount / riskDistance : 0m;
	}

	private void CancelPendingOrders()
	{
		_pendingOrder = null;
	}

	private void ResetPositionState()
	{
		_entryPrice = null;
		_activeStopLoss = null;
		_activeTakeProfit = null;
		_isLongPosition = false;
	}

	private void UpdateSeries(List<decimal> values, int shift, decimal value)
	{
		values.Add(value);
		var maxSize = Math.Max(shift + 3, 3);
		while (values.Count > maxSize)
			values.RemoveAt(0);
	}

	private static decimal? GetSeriesValue(List<decimal> values, int shift, int index)
	{
		var targetIndex = values.Count - 1 - shift - index;
		if (targetIndex < 0 || targetIndex >= values.Count)
			return null;

		return values[targetIndex];
	}

	private void UpdateOpenTimes(DateTimeOffset openTime)
	{
		_openTimes.Add(openTime);
		while (_openTimes.Count > 4)
			_openTimes.RemoveAt(0);
	}

	private DateTimeOffset? GetOpenTime(int index)
	{
		var targetIndex = _openTimes.Count - 1 - index;
		if (targetIndex < 0 || targetIndex >= _openTimes.Count)
			return null;

		return _openTimes[targetIndex];
	}

	private static DecimalLengthIndicator CreateMovingAverage(MovingAverageMethods method, int length)
	{
		DecimalLengthIndicator ma = method switch
		{
			MovingAverageMethods.Simple => new SMA(),
			MovingAverageMethods.Exponential => new EMA(),
			MovingAverageMethods.Smoothed => new SmoothedMovingAverage(),
			MovingAverageMethods.Weighted => new WeightedMovingAverage(),
			_ => new SMA(),
		};

		ma.Length = Math.Max(1, length);
		return ma;
	}
}