Hull 均线反转策略
Hull 移动平均在保持平滑的同时对价格变化反应迅速,其方向的变化往往预示短期反转。本策略监控连续的 Hull MA 值,当斜率翻转时入场。
测试表明年均收益约为 154%,该策略在股票市场表现最佳。
当均线由下行转为上行时做多;由上行转为下行时做空。风险通过基于 ATR 的止损控制,止损放在最近蜡烛之外。
离场依靠该保护性止损,捕捉 Hull MA 指示动能转向后的部分走势。
细节
- 入场条件:Hull MA 斜率改变方向。
- 多/空:双向。
- 退出条件:止损。
- 止损:有,基于 ATR。
- 默认值:
HmaPeriod= 9AtrMultiplier= 2 ATR 止损设在入场K线最低价(做多)或最高价(做空)之外该倍数的 ATR(周期14)处,按K线收盘价检查;均线反向拐头时仓位反转。CandleType= 15 分钟
- 过滤条件:
- 类别: 趋势跟随
- 方向: 双向
- 指标: Hull MA, ATR
- 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>
/// Hull MA Reversal strategy.
/// When the Hull MA turns from falling to rising the position turns long, and when it turns from rising to falling it turns short.
/// The stop lies AtrMultiplier ATRs beyond the entry candle's low (for a long) or high (for a short).
/// </summary>
public class HullMaReversalStrategy : Strategy
{
/// <summary>
/// Period of the ATR that sizes the stop.
/// </summary>
public const int AtrPeriod = 14;
private readonly StrategyParam<int> _hmaPeriod;
private readonly StrategyParam<decimal> _atrMultiplier;
private readonly StrategyParam<DataType> _candleType;
private decimal? _prevHma;
// Direction of the latest move of the Hull MA: 1 rising, -1 falling, 0 none yet.
private int _slope;
private decimal _stopPrice;
/// <summary>
/// Hull MA period.
/// </summary>
public int HmaPeriod
{
get => _hmaPeriod.Value;
set => _hmaPeriod.Value = value;
}
/// <summary>
/// Distance of the stop beyond the entry candle in ATR multiples.
/// </summary>
public decimal AtrMultiplier
{
get => _atrMultiplier.Value;
set => _atrMultiplier.Value = value;
}
/// <summary>
/// Candle type.
/// </summary>
public DataType CandleType
{
get => _candleType.Value;
set => _candleType.Value = value;
}
/// <summary>
/// Constructor.
/// </summary>
public HullMaReversalStrategy()
{
_hmaPeriod = Param(nameof(HmaPeriod), 9)
.SetGreaterThanZero()
.SetDisplay("HMA Period", "Period for Hull Moving Average", "Indicators");
_atrMultiplier = Param(nameof(AtrMultiplier), 2m)
.SetGreaterThanZero()
.SetDisplay("ATR Multiplier", "Distance of the stop beyond the entry candle in ATR multiples", "Risk");
_candleType = Param(nameof(CandleType), TimeSpan.FromMinutes(15).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();
_prevHma = null;
_slope = 0;
_stopPrice = default;
}
/// <inheritdoc />
protected override void OnStarted2(DateTime time)
{
base.OnStarted2(time);
_prevHma = null;
_slope = 0;
_stopPrice = default;
var hma = new HullMovingAverage { Length = HmaPeriod };
var atr = new AverageTrueRange { Length = AtrPeriod };
var subscription = SubscribeCandles(CandleType);
subscription
.BindEx(hma, atr, ProcessCandle)
.Start();
var area = CreateChartArea();
if (area != null)
{
DrawCandles(area, subscription);
DrawIndicator(area, hma);
DrawOwnTrades(area);
}
}
private void ProcessCandle(ICandleMessage candle, IIndicatorValue hmaValue, IIndicatorValue atrValue)
{
if (candle.State != CandleStates.Finished || !hmaValue.IsFormed || !atrValue.IsFormed)
return;
var hma = hmaValue.GetValue<decimal>();
var prevHma = _prevHma;
_prevHma = hma;
if (prevHma is not decimal lastHma)
return;
var previousSlope = _slope;
var slope = hma > lastHma ? 1 : hma < lastHma ? -1 : 0;
if (slope != 0)
_slope = slope;
if (!IsFormedAndOnlineAndAllowTrading())
return;
var close = candle.ClosePrice;
var distance = AtrMultiplier * atrValue.GetValue<decimal>();
if (previousSlope == -1 && slope == 1 && Position <= 0)
{
BuyMarket(Volume + Math.Abs(Position));
_stopPrice = candle.LowPrice - distance;
}
else if (previousSlope == 1 && slope == -1 && Position >= 0)
{
SellMarket(Volume + Math.Abs(Position));
_stopPrice = candle.HighPrice + distance;
}
else if (Position > 0 && close <= _stopPrice)
{
SellMarket(Position);
}
else if (Position < 0 && close >= _stopPrice)
{
BuyMarket(-Position);
}
}
}
import clr
clr.AddReference("StockSharp.Messages")
clr.AddReference("StockSharp.Algo")
clr.AddReference("StockSharp.Algo.Indicators")
clr.AddReference("StockSharp.Algo.Strategies")
from System import TimeSpan, Math, Decimal
from StockSharp.Messages import DataType, CandleStates
from StockSharp.Algo.Indicators import HullMovingAverage, AverageTrueRange
from StockSharp.Algo.Strategies import Strategy
# Period of the ATR that sizes the stop.
ATR_PERIOD = 14
class hull_ma_reversal_strategy(Strategy):
"""
Hull MA Reversal strategy.
When the Hull MA turns from falling to rising the position turns long, and when it turns from rising to falling it turns short.
The stop lies AtrMultiplier ATRs beyond the entry candle's low (for a long) or high (for a short).
"""
def __init__(self):
super(hull_ma_reversal_strategy, self).__init__()
self._hma_period = self.Param("HmaPeriod", 9).SetGreaterThanZero().SetDisplay("HMA Period", "Period for Hull Moving Average", "Indicators")
self._atr_multiplier = self.Param("AtrMultiplier", 2.0).SetGreaterThanZero().SetDisplay("ATR Multiplier", "Distance of the stop beyond the entry candle in ATR multiples", "Risk")
self._candle_type = self.Param("CandleType", DataType.TimeFrame(TimeSpan.FromMinutes(15))).SetDisplay("Candle Type", "Type of candles to use", "General")
self._prev_hma = None
# Direction of the latest move of the Hull MA: 1 rising, -1 falling, 0 none yet.
self._slope = 0
self._stop_price = Decimal(0)
@property
def candle_type(self):
return self._candle_type.Value
def OnReseted(self):
super(hull_ma_reversal_strategy, self).OnReseted()
self._prev_hma = None
self._slope = 0
self._stop_price = Decimal(0)
def OnStarted2(self, time):
super(hull_ma_reversal_strategy, self).OnStarted2(time)
self._prev_hma = None
self._slope = 0
self._stop_price = Decimal(0)
hma = HullMovingAverage()
hma.Length = self._hma_period.Value
atr = AverageTrueRange()
atr.Length = ATR_PERIOD
subscription = self.SubscribeCandles(self.candle_type)
subscription.BindEx(hma, atr, self._process_candle).Start()
area = self.CreateChartArea()
if area is not None:
self.DrawCandles(area, subscription)
self.DrawIndicator(area, hma)
self.DrawOwnTrades(area)
def _process_candle(self, candle, hma_value, atr_value):
if candle.State != CandleStates.Finished or not hma_value.IsFormed or not atr_value.IsFormed:
return
hma = hma_value.GetValue[Decimal](None)
prev_hma = self._prev_hma
self._prev_hma = hma
if prev_hma is None:
return
previous_slope = self._slope
slope = 1 if hma > prev_hma else (-1 if hma < prev_hma else 0)
if slope != 0:
self._slope = slope
if not self.IsFormedAndOnlineAndAllowTrading():
return
close = candle.ClosePrice
distance = Decimal(self._atr_multiplier.Value) * atr_value.GetValue[Decimal](None)
if previous_slope == -1 and slope == 1 and self.Position <= 0:
self.BuyMarket(self.Volume + Math.Abs(self.Position))
self._stop_price = candle.LowPrice - distance
elif previous_slope == 1 and slope == -1 and self.Position >= 0:
self.SellMarket(self.Volume + Math.Abs(self.Position))
self._stop_price = candle.HighPrice + distance
elif self.Position > 0 and close <= self._stop_price:
self.SellMarket(self.Position)
elif self.Position < 0 and close >= self._stop_price:
self.BuyMarket(-self.Position)
def CreateClone(self):
return hull_ma_reversal_strategy()