Пересечение нуля MACD
Данная система торгует смену импульса, когда гистограмма MACD приближается к нулевой линии. Растущий MACD ниже нуля или падающий MACD выше нуля указывает на возможный разворот.
Тестирование показывает среднегодичную доходность около 136%. Стратегию лучше запускать на фондовом рынке.
Стратегия ждёт, когда линия MACD направится к нулю, оставаясь по прежнюю сторону. Как только импульс угасает, происходит вход в ожидании ценового разворота.
Сделки закрываются, когда MACD пересекает сигнальную линию либо срабатывает стоп-лосс.
Подробности
- Условия входа: MACD движется к нулю с любой стороны.
- Длинные/короткие позиции: обе стороны.
- Условия выхода: MACD пересекает сигнальную линию или стоп.
- Стопы: да.
- Значения по умолчанию:
FastPeriod= 12SlowPeriod= 26SignalPeriod= 9StopLossPercent= 2.0mCandleType= TimeSpan.FromMinutes(5)
- Фильтры:
- Категория: Momentum
- Направление: обе стороны
- Индикаторы: MACD
- Стопы: да
- Сложность: базовая
- Таймфрейм: внутридневной
- Сезонность: нет
- Нейросети: нет
- Дивергенция: нет
- Уровень риска: средний
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>
/// Strategy that trades MACD crossings of the zero line.
/// Buys when MACD crosses above zero, sells when MACD crosses below zero.
/// </summary>
public class MacdZeroStrategy : Strategy
{
private readonly StrategyParam<int> _fastPeriod;
private readonly StrategyParam<int> _slowPeriod;
private readonly StrategyParam<int> _signalPeriod;
private readonly StrategyParam<DataType> _candleType;
private readonly StrategyParam<int> _cooldownBars;
private decimal _prevMacd;
private bool _hasPrev;
private int _cooldown;
/// <summary>
/// Fast EMA period for MACD calculation.
/// </summary>
public int FastPeriod
{
get => _fastPeriod.Value;
set => _fastPeriod.Value = value;
}
/// <summary>
/// Slow EMA period for MACD calculation.
/// </summary>
public int SlowPeriod
{
get => _slowPeriod.Value;
set => _slowPeriod.Value = value;
}
/// <summary>
/// Signal line period for MACD calculation.
/// </summary>
public int SignalPeriod
{
get => _signalPeriod.Value;
set => _signalPeriod.Value = value;
}
/// <summary>
/// Type of candles used for strategy calculation.
/// </summary>
public DataType CandleType
{
get => _candleType.Value;
set => _candleType.Value = value;
}
/// <summary>
/// Cooldown bars between trades.
/// </summary>
public int CooldownBars
{
get => _cooldownBars.Value;
set => _cooldownBars.Value = value;
}
/// <summary>
/// Initialize the MACD Zero strategy.
/// </summary>
public MacdZeroStrategy()
{
_fastPeriod = Param(nameof(FastPeriod), 8)
.SetDisplay("Fast EMA", "Fast EMA period for MACD", "MACD")
.SetOptimize(8, 16, 2);
_slowPeriod = Param(nameof(SlowPeriod), 17)
.SetDisplay("Slow EMA", "Slow EMA period for MACD", "MACD")
.SetOptimize(15, 30, 2);
_signalPeriod = Param(nameof(SignalPeriod), 9)
.SetDisplay("Signal", "Signal line period for MACD", "MACD")
.SetOptimize(7, 12, 1);
_candleType = Param(nameof(CandleType), TimeSpan.FromMinutes(1).TimeFrame())
.SetDisplay("Candle Type", "Type of candles to use", "General");
_cooldownBars = Param(nameof(CooldownBars), 700)
.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();
_prevMacd = default;
_hasPrev = default;
_cooldown = default;
}
/// <inheritdoc />
protected override void OnStarted2(DateTime time)
{
base.OnStarted2(time);
_prevMacd = 0;
_hasPrev = false;
_cooldown = 0;
var macd = new MovingAverageConvergenceDivergenceSignal
{
Macd =
{
ShortMa = { Length = FastPeriod },
LongMa = { Length = SlowPeriod },
},
SignalMa = { Length = SignalPeriod }
};
var subscription = SubscribeCandles(CandleType);
subscription
.BindEx(macd, ProcessCandle)
.Start();
var area = CreateChartArea();
if (area != null)
{
DrawCandles(area, subscription);
DrawIndicator(area, macd);
DrawOwnTrades(area);
}
}
private void ProcessCandle(ICandleMessage candle, IIndicatorValue macdValue)
{
if (candle.State != CandleStates.Finished)
return;
if (!macdValue.IsFormed)
return;
var macdTyped = (MovingAverageConvergenceDivergenceSignalValue)macdValue;
if (macdTyped.Macd is not decimal macdLine || macdTyped.Signal is not decimal signal)
return;
if (!_hasPrev)
{
_prevMacd = macdLine;
_hasPrev = true;
return;
}
if (_cooldown > 0)
{
_cooldown--;
_prevMacd = macdLine;
return;
}
// Zero line crossover signals
var prevBelow = _prevMacd < 0;
var currAbove = macdLine >= 0;
var prevAbove = _prevMacd >= 0;
var currBelow = macdLine < 0;
if (Position == 0 && prevBelow && currAbove)
{
BuyMarket();
_cooldown = CooldownBars;
}
else if (Position == 0 && prevAbove && currBelow)
{
SellMarket();
_cooldown = CooldownBars;
}
else if (Position > 0 && prevAbove && currBelow)
{
SellMarket();
_cooldown = CooldownBars;
}
else if (Position < 0 && prevBelow && currAbove)
{
BuyMarket();
_cooldown = CooldownBars;
}
_prevMacd = macdLine;
}
}
import clr
clr.AddReference("StockSharp.Messages")
clr.AddReference("StockSharp.Algo")
clr.AddReference("StockSharp.Algo.Indicators")
clr.AddReference("StockSharp.Algo.Strategies")
from System import TimeSpan
from StockSharp.Messages import DataType, CandleStates
from StockSharp.Algo.Indicators import MovingAverageConvergenceDivergenceSignal
from StockSharp.Algo.Strategies import Strategy
class macd_zero_strategy(Strategy):
"""
MACD Zero line crossover strategy.
Buys when MACD crosses above zero, sells when crosses below.
"""
def __init__(self):
super(macd_zero_strategy, self).__init__()
self._fast_period = self.Param("FastPeriod", 8).SetDisplay("Fast EMA", "Fast EMA period for MACD", "MACD")
self._slow_period = self.Param("SlowPeriod", 17).SetDisplay("Slow EMA", "Slow EMA period for MACD", "MACD")
self._signal_period = self.Param("SignalPeriod", 9).SetDisplay("Signal", "Signal line period for MACD", "MACD")
self._candle_type = self.Param("CandleType", DataType.TimeFrame(TimeSpan.FromMinutes(1))).SetDisplay("Candle Type", "Type of candles to use", "General")
self._cooldown_bars = self.Param("CooldownBars", 700).SetDisplay("Cooldown Bars", "Bars to wait between trades", "General")
self._prev_macd = 0.0
self._has_prev = False
self._cooldown = 0
@property
def candle_type(self):
return self._candle_type.Value
def OnReseted(self):
super(macd_zero_strategy, self).OnReseted()
self._prev_macd = 0.0
self._has_prev = False
self._cooldown = 0
def OnStarted2(self, time):
super(macd_zero_strategy, self).OnStarted2(time)
self._prev_macd = 0.0
self._has_prev = False
self._cooldown = 0
macd = MovingAverageConvergenceDivergenceSignal()
macd.Macd.ShortMa.Length = self._fast_period.Value
macd.Macd.LongMa.Length = self._slow_period.Value
macd.SignalMa.Length = self._signal_period.Value
subscription = self.SubscribeCandles(self.candle_type)
subscription.BindEx(macd, self._process_candle).Start()
area = self.CreateChartArea()
if area is not None:
self.DrawCandles(area, subscription)
self.DrawIndicator(area, macd)
self.DrawOwnTrades(area)
def _process_candle(self, candle, macd_val):
if candle.State != CandleStates.Finished:
return
if not macd_val.IsFormed:
return
if macd_val.Macd is None or macd_val.Signal is None:
return
macd_line = float(macd_val.Macd)
if not self._has_prev:
self._prev_macd = macd_line
self._has_prev = True
return
if self._cooldown > 0:
self._cooldown -= 1
self._prev_macd = macd_line
return
cd = self._cooldown_bars.Value
prev_below = self._prev_macd < 0
curr_above = macd_line >= 0
prev_above = self._prev_macd >= 0
curr_below = macd_line < 0
if self.Position == 0 and prev_below and curr_above:
self.BuyMarket()
self._cooldown = cd
elif self.Position == 0 and prev_above and curr_below:
self.SellMarket()
self._cooldown = cd
elif self.Position > 0 and prev_above and curr_below:
self.SellMarket()
self._cooldown = cd
elif self.Position < 0 and prev_below and curr_above:
self.BuyMarket()
self._cooldown = cd
self._prev_macd = macd_line
def CreateClone(self):
return macd_zero_strategy()