MACD趋势
该策略基于MACD指标的金叉和死叉。当MACD线向上穿越信号线时做多,向下穿越时做空,出现反向交叉或触发止损则离场。MACD通过衡量动量适应不同市场,此方法旨在顺势跟随,直至指标转变为相反方向。
测试表明年均收益约为 64%,该策略在外汇市场表现最佳。
详情
- 入场条件: 基于 MA、MACD 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:
FastEmaPeriod= 12SlowEmaPeriod= 26SignalPeriod= 9StopLossPercent= 2mCandleType= TimeSpan.FromMinutes(5)
- 过滤器:
- 类型: 趋势
- 方向: 双向
- 指标: MA, MACD
- 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 MACD indicator.
/// It enters long position when MACD crosses above signal line and short position when MACD crosses below signal line.
/// </summary>
public class MacdTrendStrategy : Strategy
{
private readonly StrategyParam<int> _fastEmaPeriod;
private readonly StrategyParam<int> _slowEmaPeriod;
private readonly StrategyParam<int> _signalPeriod;
private readonly StrategyParam<decimal> _stopLossPercent;
private readonly StrategyParam<DataType> _candleType;
// Current state
private bool _prevIsMacdAboveSignal;
/// <summary>
/// Period for fast EMA in MACD.
/// </summary>
public int FastEmaPeriod
{
get => _fastEmaPeriod.Value;
set => _fastEmaPeriod.Value = value;
}
/// <summary>
/// Period for slow EMA in MACD.
/// </summary>
public int SlowEmaPeriod
{
get => _slowEmaPeriod.Value;
set => _slowEmaPeriod.Value = value;
}
/// <summary>
/// Period for signal line in MACD.
/// </summary>
public int SignalPeriod
{
get => _signalPeriod.Value;
set => _signalPeriod.Value = value;
}
/// <summary>
/// Stop-loss as percentage of entry price.
/// </summary>
public decimal StopLossPercent
{
get => _stopLossPercent.Value;
set => _stopLossPercent.Value = value;
}
/// <summary>
/// Candle type.
/// </summary>
public DataType CandleType
{
get => _candleType.Value;
set => _candleType.Value = value;
}
/// <summary>
/// Initialize the MACD Trend strategy.
/// </summary>
public MacdTrendStrategy()
{
_fastEmaPeriod = Param(nameof(FastEmaPeriod), 200)
.SetDisplay("Fast EMA Period", "Period for fast EMA in MACD", "Indicators")
.SetOptimize(8, 16, 2);
_slowEmaPeriod = Param(nameof(SlowEmaPeriod), 500)
.SetDisplay("Slow EMA Period", "Period for slow EMA in MACD", "Indicators")
.SetOptimize(20, 32, 2);
_signalPeriod = Param(nameof(SignalPeriod), 200)
.SetDisplay("Signal Period", "Period for signal line in MACD", "Indicators")
.SetOptimize(5, 13, 2);
_stopLossPercent = Param(nameof(StopLossPercent), 2m)
.SetDisplay("Stop Loss (%)", "Stop loss as a percentage of entry price", "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();
_prevIsMacdAboveSignal = false;
}
/// <inheritdoc />
protected override void OnStarted2(DateTime time)
{
base.OnStarted2(time);
// Create MACD indicator with signal line
var macd = new MovingAverageConvergenceDivergenceSignal
{
Macd =
{
ShortMa = { Length = FastEmaPeriod },
LongMa = { Length = SlowEmaPeriod },
},
SignalMa = { Length = SignalPeriod }
};
// Create subscription and bind indicator
var subscription = SubscribeCandles(CandleType);
subscription
.BindEx(macd, ProcessCandle)
.Start();
// Setup chart visualization if available
var area = CreateChartArea();
if (area != null)
{
DrawCandles(area, subscription);
DrawIndicator(area, macd);
DrawOwnTrades(area);
}
}
private void ProcessCandle(ICandleMessage candle, IIndicatorValue macdValue)
{
// Skip unfinished candles
if (candle.State != CandleStates.Finished)
return;
// Check if strategy is ready to trade
if (!IsFormedAndOnlineAndAllowTrading())
return;
var macdTyped = (MovingAverageConvergenceDivergenceSignalValue)macdValue;
if (macdTyped.Macd is not decimal macd || macdTyped.Signal is not decimal signal)
return;
// Check MACD position relative to signal line
var isMacdAboveSignal = macd > signal;
// Check for crossovers
var isMacdCrossedAboveSignal = isMacdAboveSignal && !_prevIsMacdAboveSignal;
var isMacdCrossedBelowSignal = !isMacdAboveSignal && _prevIsMacdAboveSignal;
// Entry/exit logic based on MACD crossovers
if (isMacdCrossedAboveSignal && Position <= 0)
{
// MACD crossed above signal line - Buy signal
var volume = Volume + Math.Abs(Position);
BuyMarket(volume);
LogInfo($"Buy signal: MACD ({macd:F5}) crossed above Signal ({signal:F5})");
}
else if (isMacdCrossedBelowSignal && Position >= 0)
{
// MACD crossed below signal line - Sell signal
var volume = Volume + Math.Abs(Position);
SellMarket(volume);
LogInfo($"Sell signal: MACD ({macd:F5}) crossed below Signal ({signal:F5})");
}
// Update previous state
_prevIsMacdAboveSignal = isMacdAboveSignal;
}
}
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_trend_strategy(Strategy):
"""
MACD Trend: enters long on MACD cross above signal, short on cross below.
"""
def __init__(self):
super(macd_trend_strategy, self).__init__()
self._fast_ema = self.Param("FastEmaPeriod", 200).SetDisplay("Fast EMA", "Fast EMA period", "Indicators")
self._slow_ema = self.Param("SlowEmaPeriod", 500).SetDisplay("Slow EMA", "Slow EMA period", "Indicators")
self._signal_period = self.Param("SignalPeriod", 200).SetDisplay("Signal Period", "Signal line period", "Indicators")
self._candle_type = self.Param("CandleType", DataType.TimeFrame(TimeSpan.FromMinutes(1))).SetDisplay("Candle Type", "Timeframe", "General")
self._prev_above = False
self._is_init = False
@property
def candle_type(self):
return self._candle_type.Value
def OnReseted(self):
super(macd_trend_strategy, self).OnReseted()
self._prev_above = False
self._is_init = False
def OnStarted2(self, time):
super(macd_trend_strategy, self).OnStarted2(time)
macd = MovingAverageConvergenceDivergenceSignal()
macd.Macd.ShortMa.Length = self._fast_ema.Value
macd.Macd.LongMa.Length = self._slow_ema.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_value):
if candle.State != CandleStates.Finished:
return
typed_val = macd_value
if typed_val.Macd is None or typed_val.Signal is None:
return
macd_line = float(typed_val.Macd)
signal_line = float(typed_val.Signal)
is_above = macd_line > signal_line
if not self._is_init:
self._prev_above = is_above
self._is_init = True
return
crossed_above = is_above and not self._prev_above
crossed_below = not is_above and self._prev_above
if crossed_above and self.Position <= 0:
self.BuyMarket(self.Volume + abs(self.Position))
elif crossed_below and self.Position >= 0:
self.SellMarket(self.Volume + abs(self.Position))
self._prev_above = is_above
def CreateClone(self):
return macd_trend_strategy()