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平滑烛线反转策略

Heikin-Ashi 烛线能够平滑噪声并突出趋势方向。当连续的看跌 HA 烛线转为看涨,或反之,可能表示动能变化。本策略交易这种颜色翻转,并用百分比止损保护。

测试表明年均收益约为 145%,该策略在加密市场表现最佳。

策略根据普通K线计算 Heikin-Ashi 值。当 HA 收盘价上穿开盘价并结束此前的看跌序列时做多;在看涨序列后下穿则做空。止损按固定百分比设置。

该方法在震荡行情下简单有效,因为普通蜡烛常带来噪声。

细节

  • 入场条件:Heikin-Ashi 烛线颜色翻转。
  • 多/空:双向。
  • 退出条件:止损。
  • 止损:有,按百分比。
  • 默认值
    • CandleType = 15 分钟
    • StopLoss = 2%
  • 过滤条件
    • 类别: 反转
    • 方向: 双向
    • 指标: Heikin-Ashi
    • 止损: 有
    • 复杂度: 基础
    • 时间框架: 日内
    • 季节性: 无
    • 神经网络: 无
    • 背离: 无
    • 风险级别: 中等
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>
/// Heikin Ashi Reversal strategy.
/// Computes Heikin-Ashi candles from regular candles.
/// Enters long when HA switches from bearish to bullish.
/// Enters short when HA switches from bullish to bearish.
/// Uses SMA for exit confirmation.
/// </summary>
public class HeikinAshiReversalStrategy : Strategy
{
	private readonly StrategyParam<int> _maPeriod;
	private readonly StrategyParam<DataType> _candleType;
	private readonly StrategyParam<int> _cooldownBars;

	private decimal _haOpen;
	private decimal _haClose;
	private bool? _prevBullish;
	private int _cooldown;

	/// <summary>
	/// MA Period.
	/// </summary>
	public int MAPeriod
	{
		get => _maPeriod.Value;
		set => _maPeriod.Value = value;
	}

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

	/// <summary>
	/// Cooldown bars.
	/// </summary>
	public int CooldownBars
	{
		get => _cooldownBars.Value;
		set => _cooldownBars.Value = value;
	}

	/// <summary>
	/// Constructor.
	/// </summary>
	public HeikinAshiReversalStrategy()
	{
		_maPeriod = Param(nameof(MAPeriod), 20)
			.SetGreaterThanZero()
			.SetDisplay("MA Period", "Period for SMA", "Indicators");

		_candleType = Param(nameof(CandleType), TimeSpan.FromMinutes(1).TimeFrame())
			.SetDisplay("Candle Type", "Type of candles to use", "General");

		_cooldownBars = Param(nameof(CooldownBars), 500)
			.SetRange(1, 1000)
			.SetDisplay("Cooldown Bars", "Bars to wait between trades", "General");
	}

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

	/// <inheritdoc />
	protected override void OnReseted()
	{
		base.OnReseted();
		_haOpen = default;
		_haClose = default;
		_prevBullish = null;
		_cooldown = default;
	}

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

		_haOpen = 0;
		_haClose = 0;
		_prevBullish = null;
		_cooldown = 0;

		var sma = new SimpleMovingAverage { Length = MAPeriod };

		var subscription = SubscribeCandles(CandleType);
		subscription
			.Bind(sma, ProcessCandle)
			.Start();

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

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

		// Compute Heikin-Ashi values
		var newHaClose = (candle.OpenPrice + candle.HighPrice + candle.LowPrice + candle.ClosePrice) / 4;

		decimal newHaOpen;
		if (_haOpen == 0)
		{
			// First candle
			newHaOpen = (candle.OpenPrice + candle.ClosePrice) / 2;
		}
		else
		{
			newHaOpen = (_haOpen + _haClose) / 2;
		}

		_haOpen = newHaOpen;
		_haClose = newHaClose;

		var isBullish = newHaClose > newHaOpen;

		if (!IsFormedAndOnlineAndAllowTrading())
		{
			_prevBullish = isBullish;
			return;
		}

		if (_prevBullish == null)
		{
			_prevBullish = isBullish;
			return;
		}

		if (_cooldown > 0)
		{
			_cooldown--;
			_prevBullish = isBullish;
			return;
		}

		// Reversal detection
		var bullishReversal = _prevBullish == false && isBullish;
		var bearishReversal = _prevBullish == true && !isBullish;

		if (Position == 0 && bullishReversal)
		{
			BuyMarket();
			_cooldown = CooldownBars;
		}
		else if (Position == 0 && bearishReversal)
		{
			SellMarket();
			_cooldown = CooldownBars;
		}
		else if (Position > 0 && candle.ClosePrice < smaValue)
		{
			SellMarket();
			_cooldown = CooldownBars;
		}
		else if (Position < 0 && candle.ClosePrice > smaValue)
		{
			BuyMarket();
			_cooldown = CooldownBars;
		}

		_prevBullish = isBullish;
	}
}