Multi EMA Crossover 策略
该策略在四组 EMA 中,每当快速 EMA 上穿慢速 EMA 时开多仓;当快速 EMA 重新跌破对应的慢速 EMA 时平仓。
详情
- 入场条件:
- 多头:快速 EMA 上穿慢速 EMA(1/5、3/10、5/20、10/40 任意一组)。
- 多空方向:仅多头。
- 出场条件:
- 对应的快速 EMA 跌破慢速 EMA。
- 止损:无。
- 默认参数:
EMA1= 1EMA3= 3EMA5= 5EMA10= 10EMA20= 20EMA40= 40
- 过滤器:
- 分类:趋势跟随
- 方向:多头
- 指标:EMA
- 止损:无
- 复杂度:基础
- 时间框架:任意
- 季节性:无
- 神经网络:无
- 背离:无
- 风险等级:低
namespace StockSharp.Samples.Strategies;
using System;
using System.Collections.Generic;
using StockSharp.Algo.Indicators;
using StockSharp.Algo.Strategies;
using StockSharp.BusinessEntities;
using StockSharp.Messages;
/// <summary>
/// Multi EMA crossover strategy.
/// Opens long on bullish crossover and exits on bearish crossover.
/// </summary>
public class MultiEmaCrossoverStrategy : Strategy
{
private readonly StrategyParam<int> _fastLength;
private readonly StrategyParam<int> _slowLength;
private readonly StrategyParam<int> _signalCooldownBars;
private readonly StrategyParam<DataType> _candleType;
private decimal _prevFast;
private decimal _prevSlow;
private bool _hasPrevValues;
private int _cooldownRemaining;
public int FastLength { get => _fastLength.Value; set => _fastLength.Value = value; }
public int SlowLength { get => _slowLength.Value; set => _slowLength.Value = value; }
public int SignalCooldownBars { get => _signalCooldownBars.Value; set => _signalCooldownBars.Value = value; }
public DataType CandleType { get => _candleType.Value; set => _candleType.Value = value; }
public MultiEmaCrossoverStrategy()
{
_fastLength = Param(nameof(FastLength), 8)
.SetGreaterThanZero()
.SetDisplay("Fast EMA", "Fast EMA period", "Parameters");
_slowLength = Param(nameof(SlowLength), 34)
.SetGreaterThanZero()
.SetDisplay("Slow EMA", "Slow EMA period", "Parameters");
_signalCooldownBars = Param(nameof(SignalCooldownBars), 12)
.SetGreaterThanZero()
.SetDisplay("Signal Cooldown", "Bars to wait after entries and exits", "Trading");
_candleType = Param(nameof(CandleType), TimeSpan.FromMinutes(30).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();
_prevFast = 0m;
_prevSlow = 0m;
_hasPrevValues = false;
_cooldownRemaining = 0;
}
/// <inheritdoc />
protected override void OnStarted2(DateTime time)
{
base.OnStarted2(time);
var fastEma = new ExponentialMovingAverage { Length = FastLength };
var slowEma = new ExponentialMovingAverage { Length = SlowLength };
var subscription = SubscribeCandles(CandleType);
subscription
.Bind(fastEma, slowEma, ProcessCandle)
.Start();
var area = CreateChartArea();
if (area != null)
{
DrawCandles(area, subscription);
DrawIndicator(area, fastEma);
DrawIndicator(area, slowEma);
DrawOwnTrades(area);
}
}
private void ProcessCandle(ICandleMessage candle, decimal fastValue, decimal slowValue)
{
if (candle.State != CandleStates.Finished)
return;
if (!IsFormedAndOnlineAndAllowTrading())
return;
if (!_hasPrevValues)
{
_prevFast = fastValue;
_prevSlow = slowValue;
_hasPrevValues = true;
return;
}
if (_cooldownRemaining > 0)
_cooldownRemaining--;
if (Position > 0 && _prevFast >= _prevSlow && fastValue < slowValue)
{
SellMarket(Position);
_cooldownRemaining = SignalCooldownBars;
}
else if (Position == 0 && _cooldownRemaining == 0 && _prevFast <= _prevSlow && fastValue > slowValue)
{
BuyMarket();
_cooldownRemaining = SignalCooldownBars;
}
_prevFast = fastValue;
_prevSlow = slowValue;
}
}
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 ExponentialMovingAverage
from StockSharp.Algo.Strategies import Strategy
class multi_ema_crossover_strategy(Strategy):
def __init__(self):
super(multi_ema_crossover_strategy, self).__init__()
self._fast_length = self.Param("FastLength", 8) \
.SetGreaterThanZero() \
.SetDisplay("Fast EMA", "Fast EMA period", "Parameters")
self._slow_length = self.Param("SlowLength", 34) \
.SetGreaterThanZero() \
.SetDisplay("Slow EMA", "Slow EMA period", "Parameters")
self._signal_cooldown_bars = self.Param("SignalCooldownBars", 12) \
.SetGreaterThanZero() \
.SetDisplay("Signal Cooldown", "Bars to wait after entries and exits", "Trading")
self._candle_type = self.Param("CandleType", DataType.TimeFrame(TimeSpan.FromMinutes(30))) \
.SetDisplay("Candle Type", "Type of candles to use", "General")
self._prev_fast = 0.0
self._prev_slow = 0.0
self._has_prev = False
self._cooldown_remaining = 0
@property
def candle_type(self):
return self._candle_type.Value
@candle_type.setter
def candle_type(self, value):
self._candle_type.Value = value
def OnReseted(self):
super(multi_ema_crossover_strategy, self).OnReseted()
self._prev_fast = 0.0
self._prev_slow = 0.0
self._has_prev = False
self._cooldown_remaining = 0
def OnStarted2(self, time):
super(multi_ema_crossover_strategy, self).OnStarted2(time)
self._prev_fast = 0.0
self._prev_slow = 0.0
self._has_prev = False
self._cooldown_remaining = 0
self._fast_ema = ExponentialMovingAverage()
self._fast_ema.Length = self._fast_length.Value
self._slow_ema = ExponentialMovingAverage()
self._slow_ema.Length = self._slow_length.Value
subscription = self.SubscribeCandles(self.candle_type)
subscription.Bind(self._fast_ema, self._slow_ema, self.OnProcess).Start()
def OnProcess(self, candle, fast_value, slow_value):
if candle.State != CandleStates.Finished:
return
fv = float(fast_value)
sv = float(slow_value)
if not self._has_prev:
self._prev_fast = fv
self._prev_slow = sv
self._has_prev = True
return
if self._cooldown_remaining > 0:
self._cooldown_remaining -= 1
if self.Position > 0 and self._prev_fast >= self._prev_slow and fv < sv:
self.SellMarket()
self._cooldown_remaining = self._signal_cooldown_bars.Value
elif self.Position == 0 and self._cooldown_remaining == 0 and self._prev_fast <= self._prev_slow and fv > sv:
self.BuyMarket()
self._cooldown_remaining = self._signal_cooldown_bars.Value
self._prev_fast = fv
self._prev_slow = sv
def CreateClone(self):
return multi_ema_crossover_strategy()