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Hull Ma Rsi Strategy

Implementation of strategy - Hull Moving Average + RSI. Buy when HMA turns up and RSI is below RsiOversold. Sell when HMA turns down and RSI is above RsiOverbought.

Testing indicates an average annual return of about 64%. It performs best in the forex market.

Hull MA provides a smoothed trend line and RSI highlights momentum divergences. Trades occur when RSI turns at extremes while price follows the Hull direction.

Suited to short-term swing traders who want early signals. ATR-based stops protect the trade.

Details

  • Entry Criteria:
    • Long: HullMA turning up && RSI < RsiOversold
    • Short: HullMA turning down && RSI > RsiOverbought
  • Long/Short: Both
  • Exit Criteria:
    • Hull MA change of direction
  • Stops: ATR-based using StopLossAtr
  • Default Values:
    • HmaPeriod = 9
    • RsiPeriod = 14
    • RsiOversold = 30m
    • RsiOverbought = 70m
    • StopLossAtr = 2
    • AtrPeriod = 14
    • CandleType = TimeSpan.FromMinutes(5).TimeFrame() The Hull average turns up when it rises after falling and turns down when it falls after rising. The stop lies StopLossAtr ATRs (AtrPeriod) from the entry close and is checked on candle closes. An entry signal against an open position reverses it.
  • Filters:
    • Category: Mean reversion
    • Direction: Both
    • Indicators: Hull MA, Moving Average, RSI
    • Stops: Yes
    • Complexity: Intermediate
    • Timeframe: Mid-term
    • Seasonality: No
    • Neural Networks: No
    • Divergence: No
    • Risk Level: Medium
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>
/// Hull MA RSI strategy.
/// The Hull average turns up when it rises after falling and turns down when it falls after rising. A turn up with RSI below RsiOversold
/// goes long and a turn down with RSI above RsiOverbought goes short, reversing an opposite position. A long closes when the Hull average
/// falls and a short when it rises. The stop lies StopLossAtr ATR from the entry close and is checked on candle closes.
/// </summary>
public class HullMaRsiStrategy : Strategy
{
	private readonly StrategyParam<int> _hmaPeriod;
	private readonly StrategyParam<int> _rsiPeriod;
	private readonly StrategyParam<decimal> _rsiOversold;
	private readonly StrategyParam<decimal> _rsiOverbought;
	private readonly StrategyParam<decimal> _stopLossAtr;
	private readonly StrategyParam<int> _atrPeriod;
	private readonly StrategyParam<DataType> _candleType;

	private decimal? _prevHull;
	private decimal? _prevPrevHull;
	private decimal _stopPrice;

	/// <summary>
	/// Period of the Hull moving average.
	/// </summary>
	public int HmaPeriod
	{
		get => _hmaPeriod.Value;
		set => _hmaPeriod.Value = value;
	}

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

	/// <summary>
	/// RSI level for longs.
	/// </summary>
	public decimal RsiOversold
	{
		get => _rsiOversold.Value;
		set => _rsiOversold.Value = value;
	}

	/// <summary>
	/// RSI level for shorts.
	/// </summary>
	public decimal RsiOverbought
	{
		get => _rsiOverbought.Value;
		set => _rsiOverbought.Value = value;
	}

	/// <summary>
	/// Stop distance from the entry in ATRs.
	/// </summary>
	public decimal StopLossAtr
	{
		get => _stopLossAtr.Value;
		set => _stopLossAtr.Value = value;
	}

	/// <summary>
	/// Period of the stop ATR.
	/// </summary>
	public int AtrPeriod
	{
		get => _atrPeriod.Value;
		set => _atrPeriod.Value = value;
	}

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

	/// <summary>
	/// Constructor.
	/// </summary>
	public HullMaRsiStrategy()
	{
		_hmaPeriod = Param(nameof(HmaPeriod), 9)
			.SetGreaterThanZero()
			.SetDisplay("HMA Period", "Period of the Hull moving average", "Indicators");

		_rsiPeriod = Param(nameof(RsiPeriod), 14)
			.SetGreaterThanZero()
			.SetDisplay("RSI Period", "Period of RSI", "Indicators");

		_rsiOversold = Param(nameof(RsiOversold), 30m)
			.SetDisplay("RSI Oversold", "RSI level for longs", "Indicators");

		_rsiOverbought = Param(nameof(RsiOverbought), 70m)
			.SetDisplay("RSI Overbought", "RSI level for shorts", "Indicators");

		_stopLossAtr = Param(nameof(StopLossAtr), 2m)
			.SetNotNegative()
			.SetDisplay("Stop Loss ATR", "Stop distance from the entry in ATRs", "Risk");

		_atrPeriod = Param(nameof(AtrPeriod), 14)
			.SetGreaterThanZero()
			.SetDisplay("ATR Period", "Period of the stop ATR", "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();
		_prevHull = null;
		_prevPrevHull = null;
		_stopPrice = default;
	}

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

		_prevHull = null;
		_prevPrevHull = null;
		_stopPrice = default;

		var hull = new HullMovingAverage { Length = HmaPeriod };
		var rsi = new RelativeStrengthIndex { Length = RsiPeriod };
		var atr = new AverageTrueRange { Length = AtrPeriod };

		var subscription = SubscribeCandles(CandleType);
		subscription
			.BindEx(hull, rsi, atr, ProcessCandle)
			.Start();

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

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

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

		if (!hullValue.IsFormed || !rsiValue.IsFormed || !atrValue.IsFormed)
			return;

		var hull = hullValue.GetValue<decimal>();
		var prevHull = _prevHull;
		var prevPrevHull = _prevPrevHull;
		_prevPrevHull = prevHull;
		_prevHull = hull;

		if (prevHull is not decimal last || prevPrevHull is not decimal beforeLast)
			return;

		if (!IsFormedAndOnlineAndAllowTrading())
			return;

		var rsi = rsiValue.GetValue<decimal>();
		var atr = atrValue.GetValue<decimal>();
		var close = candle.ClosePrice;
		var rising = hull > last;
		var falling = hull < last;
		var turnsUp = rising && last < beforeLast;
		var turnsDown = falling && last > beforeLast;

		if (turnsUp && rsi < RsiOversold && Position <= 0)
		{
			BuyMarket(Volume + Math.Abs(Position));
			_stopPrice = close - StopLossAtr * atr;
		}
		else if (turnsDown && rsi > RsiOverbought && Position >= 0)
		{
			SellMarket(Volume + Math.Abs(Position));
			_stopPrice = close + StopLossAtr * atr;
		}
		else if (Position > 0 && (falling || (StopLossAtr > 0 && close <= _stopPrice)))
		{
			SellMarket(Position);
		}
		else if (Position < 0 && (rising || (StopLossAtr > 0 && close >= _stopPrice)))
		{
			BuyMarket(-Position);
		}
	}
}