Тренд по Hull MA
Стратегия основана на тренде скользящей средней Халла.
Тестирование показывает среднегодичную доходность около 61%. Стратегию лучше запускать на крипторынке.
Система отслеживает наклон Hull MA. Растущий наклон подразумевает длинные позиции, падающий наклон открывает короткие. Каждую сделку сопровождает трейлинг-стоп по ATR.
Благодаря более быстрой реакции, чем у обычных средних, Hull MA позволяет быстро реагировать на новый импульс. Стоп по ATR защищает от больших просадок при резком изменении наклона.
Детали
- Критерии входа: сигналы на основе MA, ATR.
- Длинные/короткие: оба направления.
- Критерии выхода: противоположный сигнал или стоп.
- Стопы: да.
- Значения по умолчанию:
HmaPeriod= 9AtrPeriod= 14AtrMultiplier= 2mCandleType= TimeSpan.FromMinutes(5)
- Фильтры:
- Категория: Тренд
- Направление: Оба
- Индикаторы: MA, ATR
- Стопы: Да
- Сложность: Базовая
- Таймфрейм: Внутридневной (5m)
- Сезонность: Нет
- Нейросети: Нет
- Дивергенция: Нет
- Уровень риска: Средний
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 enters long position when Hull MA is rising and short position when Hull MA is falling.
/// </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;
// Current state
private decimal _prevHmaValue;
/// <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), 500)
.SetDisplay("HMA Period", "Period for Hull Moving Average", "Indicators")
.SetOptimize(5, 15, 2);
_atrPeriod = Param(nameof(AtrPeriod), 14)
.SetDisplay("ATR Period", "Period for Average True Range (stop-loss)", "Risk parameters")
.SetOptimize(10, 20, 2);
_atrMultiplier = Param(nameof(AtrMultiplier), 2m)
.SetDisplay("ATR Multiplier", "Multiplier for ATR to determine stop-loss distance", "Risk parameters")
.SetOptimize(1, 3, 0.5m);
_candleType = Param(nameof(CandleType), TimeSpan.FromMinutes(1).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 = default;
}
/// <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
.Bind(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, decimal hmaValue, decimal atrValue)
{
// Skip unfinished candles
if (candle.State != CandleStates.Finished)
return;
// Check if strategy is ready to trade
if (!IsFormedAndOnlineAndAllowTrading())
return;
// Skip the first received value for proper trend determination
if (_prevHmaValue == 0)
{
_prevHmaValue = hmaValue;
return;
}
// Determine HMA direction with minimum slope threshold
var slopeThreshold = _prevHmaValue * 0.0002m; // 0.02% minimum change
var isHmaRising = hmaValue - _prevHmaValue > slopeThreshold;
var isHmaFalling = _prevHmaValue - hmaValue > slopeThreshold;
// Trading logic - only on significant direction changes
if (isHmaRising && Position <= 0)
{
BuyMarket(Volume + Math.Abs(Position));
}
else if (isHmaFalling && Position >= 0)
{
SellMarket(Volume + Math.Abs(Position));
}
// Update previous HMA value
_prevHmaValue = hmaValue;
}
}
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
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):
def __init__(self):
super(hull_ma_trend_strategy, self).__init__()
self._hma_period = self.Param("HmaPeriod", 500) \
.SetDisplay("HMA Period", "Period for Hull Moving Average", "Indicators")
self._atr_period = self.Param("AtrPeriod", 14) \
.SetDisplay("ATR Period", "Period for Average True Range (stop-loss)", "Risk parameters")
self._atr_multiplier = self.Param("AtrMultiplier", 2.0) \
.SetDisplay("ATR Multiplier", "Multiplier for ATR to determine stop-loss distance", "Risk parameters")
self._candle_type = self.Param("CandleType", DataType.TimeFrame(TimeSpan.FromMinutes(1))) \
.SetDisplay("Candle Type", "Type of candles to use", "General")
self._prev_hma_value = 0.0
@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)
self._prev_hma_value = 0.0
hma = HullMovingAverage()
hma.Length = self.HmaPeriod
atr = AverageTrueRange()
atr.Length = self.AtrPeriod
self.SubscribeCandles(self.CandleType) \
.Bind(hma, atr, self.ProcessCandle) \
.Start()
def ProcessCandle(self, candle, hma_value, atr_value):
if candle.State != CandleStates.Finished:
return
hma_f = float(hma_value)
if self._prev_hma_value == 0:
self._prev_hma_value = hma_f
return
slope_threshold = self._prev_hma_value * 0.0002
is_hma_rising = hma_f - self._prev_hma_value > slope_threshold
is_hma_falling = self._prev_hma_value - hma_f > slope_threshold
if is_hma_rising and self.Position <= 0:
self.BuyMarket(self.Volume + Math.Abs(self.Position))
elif is_hma_falling and self.Position >= 0:
self.SellMarket(self.Volume + Math.Abs(self.Position))
self._prev_hma_value = hma_f
def OnReseted(self):
super(hull_ma_trend_strategy, self).OnReseted()
self._prev_hma_value = 0.0
def CreateClone(self):
return hull_ma_trend_strategy()