Hull均线趋势
本策略关注Hull移动平均线的斜率。斜率上升时做多,下降时做空,并以ATR跟踪止损保护头寸。Hull均线响应更快,可迅速捕捉新动量,ATR止损则在趋势反转时限制回撤。
测试表明年均收益约为 61%,该策略在加密市场表现最佳。
详情
- 入场条件: 基于 MA、ATR 的信号
- 多空方向: 双向
- 退出条件: 反向信号或止损
- 止损: 是
- 默认值:
HmaPeriod= 9AtrPeriod= 14AtrMultiplier= 2mCandleType= TimeSpan.FromMinutes(5)
- 过滤器:
- 类型: 趋势
- 方向: 双向
- 指标: MA, ATR
- 止损: 是
- 复杂度: 基础
- 时间框架: 日内 (5m)
- 季节性: 无
- 神经网络: 无
- 背离: 无
- 风险等级: 中
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 based on Hull Moving Average trend.
/// It turns long when the Hull MA starts rising and short when it starts falling,
/// and protects the position with a stop that trails the close by AtrMultiplier ATRs.
/// </summary>
public class HullMaTrendStrategy : Strategy
{
private readonly StrategyParam<int> _hmaPeriod;
private readonly StrategyParam<int> _atrPeriod;
private readonly StrategyParam<decimal> _atrMultiplier;
private readonly StrategyParam<DataType> _candleType;
private decimal? _prevHmaValue;
// Direction of the last slope change: 1 rising, -1 falling, 0 none yet.
private int _slope;
private decimal _stopPrice;
/// <summary>
/// Period for Hull Moving Average.
/// </summary>
public int HmaPeriod
{
get => _hmaPeriod.Value;
set => _hmaPeriod.Value = value;
}
/// <summary>
/// Period for ATR calculation (stop-loss).
/// </summary>
public int AtrPeriod
{
get => _atrPeriod.Value;
set => _atrPeriod.Value = value;
}
/// <summary>
/// Multiplier for ATR to determine stop-loss distance.
/// </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>
/// Initialize the Hull MA Trend strategy.
/// </summary>
public HullMaTrendStrategy()
{
_hmaPeriod = Param(nameof(HmaPeriod), 9)
.SetGreaterThanZero()
.SetDisplay("HMA Period", "Period for Hull Moving Average", "Indicators")
.SetOptimize(5, 15, 2);
_atrPeriod = Param(nameof(AtrPeriod), 14)
.SetGreaterThanZero()
.SetDisplay("ATR Period", "Period for Average True Range (stop-loss)", "Risk parameters")
.SetOptimize(10, 20, 2);
_atrMultiplier = Param(nameof(AtrMultiplier), 2m)
.SetGreaterThanZero()
.SetDisplay("ATR Multiplier", "Distance of the trailing stop in ATR multiples", "Risk parameters")
.SetOptimize(1, 3, 0.5m);
_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();
_prevHmaValue = null;
_slope = 0;
_stopPrice = 0m;
}
/// <inheritdoc />
protected override void OnStarted2(DateTime time)
{
base.OnStarted2(time);
// Create indicators
var hma = new HullMovingAverage { Length = HmaPeriod };
var atr = new AverageTrueRange { Length = AtrPeriod };
// Create subscription and bind indicators
var subscription = SubscribeCandles(CandleType);
subscription
.BindEx(hma, atr, ProcessCandle)
.Start();
// Setup chart visualization if available
var area = CreateChartArea();
if (area != null)
{
DrawCandles(area, subscription);
DrawIndicator(area, hma);
DrawOwnTrades(area);
}
}
private void ProcessCandle(ICandleMessage candle, IIndicatorValue hmaIndicatorValue, IIndicatorValue atrIndicatorValue)
{
if (candle.State != CandleStates.Finished || !hmaIndicatorValue.IsFormed || !atrIndicatorValue.IsFormed)
return;
var hmaValue = hmaIndicatorValue.GetValue<decimal>();
var atrValue = atrIndicatorValue.GetValue<decimal>();
var previous = _prevHmaValue;
_prevHmaValue = hmaValue;
if (previous is not decimal prevHma || !IsFormedAndOnlineAndAllowTrading())
return;
var close = candle.ClosePrice;
var distance = AtrMultiplier * atrValue;
var slope = hmaValue > prevHma ? 1 : hmaValue < prevHma ? -1 : 0;
// Only a change of the slope direction is a new signal, so a stopped trade is not reopened at once.
if (slope != 0 && slope != _slope)
{
_slope = slope;
if (slope > 0 && Position <= 0)
{
BuyMarket(Volume + Math.Abs(Position));
_stopPrice = close - distance;
return;
}
if (slope < 0 && Position >= 0)
{
SellMarket(Volume + Math.Abs(Position));
_stopPrice = close + distance;
return;
}
}
if (Position > 0)
{
if (close <= _stopPrice)
SellMarket(Position);
else
_stopPrice = Math.Max(_stopPrice, close - distance);
}
else if (Position < 0)
{
if (close >= _stopPrice)
BuyMarket(-Position);
else
_stopPrice = Math.Min(_stopPrice, close + distance);
}
}
}
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
class hull_ma_trend_strategy(Strategy):
"""
Strategy based on Hull Moving Average trend.
It turns long when the Hull MA starts rising and short when it starts falling,
and protects the position with a stop that trails the close by AtrMultiplier ATRs.
"""
def __init__(self):
super(hull_ma_trend_strategy, self).__init__()
self._hma_period = self.Param("HmaPeriod", 9) \
.SetGreaterThanZero() \
.SetDisplay("HMA Period", "Period for Hull Moving Average", "Indicators")
self._atr_period = self.Param("AtrPeriod", 14) \
.SetGreaterThanZero() \
.SetDisplay("ATR Period", "Period for Average True Range (stop-loss)", "Risk parameters")
self._atr_multiplier = self.Param("AtrMultiplier", 2.0) \
.SetGreaterThanZero() \
.SetDisplay("ATR Multiplier", "Distance of the trailing stop in ATR multiples", "Risk parameters")
self._candle_type = self.Param("CandleType", DataType.TimeFrame(TimeSpan.FromMinutes(5))) \
.SetDisplay("Candle Type", "Type of candles to use", "General")
self._prev_hma_value = None
# Direction of the last slope change: 1 rising, -1 falling, 0 none yet.
self._slope = 0
self._stop_price = Decimal(0)
@property
def HmaPeriod(self):
return self._hma_period.Value
@HmaPeriod.setter
def HmaPeriod(self, value):
self._hma_period.Value = value
@property
def AtrPeriod(self):
return self._atr_period.Value
@AtrPeriod.setter
def AtrPeriod(self, value):
self._atr_period.Value = value
@property
def AtrMultiplier(self):
return self._atr_multiplier.Value
@AtrMultiplier.setter
def AtrMultiplier(self, value):
self._atr_multiplier.Value = value
@property
def CandleType(self):
return self._candle_type.Value
@CandleType.setter
def CandleType(self, value):
self._candle_type.Value = value
def OnStarted2(self, time):
super(hull_ma_trend_strategy, self).OnStarted2(time)
hma = HullMovingAverage()
hma.Length = self.HmaPeriod
atr = AverageTrueRange()
atr.Length = self.AtrPeriod
self.SubscribeCandles(self.CandleType) \
.BindEx(hma, atr, self.ProcessCandle) \
.Start()
def ProcessCandle(self, candle, hma_indicator_value, atr_indicator_value):
if candle.State != CandleStates.Finished or not hma_indicator_value.IsFormed or not atr_indicator_value.IsFormed:
return
hma_value = hma_indicator_value.GetValue[Decimal](None)
atr_value = atr_indicator_value.GetValue[Decimal](None)
previous = self._prev_hma_value
self._prev_hma_value = hma_value
if previous is None or not self.IsFormedAndOnlineAndAllowTrading():
return
close = candle.ClosePrice
distance = Decimal(self.AtrMultiplier) * atr_value
slope = 1 if hma_value > previous else (-1 if hma_value < previous else 0)
# Only a change of the slope direction is a new signal, so a stopped trade is not reopened at once.
if slope != 0 and slope != self._slope:
self._slope = slope
if slope > 0 and self.Position <= 0:
self.BuyMarket(self.Volume + Math.Abs(self.Position))
self._stop_price = close - distance
return
if slope < 0 and self.Position >= 0:
self.SellMarket(self.Volume + Math.Abs(self.Position))
self._stop_price = close + distance
return
if self.Position > 0:
if close <= self._stop_price:
self.SellMarket(self.Position)
else:
self._stop_price = Math.Max(self._stop_price, close - distance)
elif self.Position < 0:
if close >= self._stop_price:
self.BuyMarket(-self.Position)
else:
self._stop_price = Math.Min(self._stop_price, close + distance)
def OnReseted(self):
super(hull_ma_trend_strategy, self).OnReseted()
self._prev_hma_value = None
self._slope = 0
self._stop_price = Decimal(0)
def CreateClone(self):
return hull_ma_trend_strategy()