ADX MACD 策略
本策略结合平均趋向指数(ADX)的趋势强度与MACD的动量变化。 当ADX上升并且MACD在同一方向交叉时,突破延续的概率更大。 当信号一致时入场,若ADX开始走弱或MACD反向,则立即离场。 适度的百分比止损有助于在震荡行情中控制亏损。
测试表明年均收益约为 139%,该策略在股票市场表现最佳。
细节
- 入场条件:指标信号
- 多/空:均可
- 退出条件:止损或反向信号
- 止损:是,按百分比
- 默认值:
CandleType= 15分钟StopLossPercent= 2AdxPeriod= 14MacdFast= 12MacdSlow= 26MacdSignal= 9 空仓时,MACD上穿信号线做多、下穿做空,但仅在ADX高于前一值时入场。ADX低于前一值或MACD回到信号线另一侧时平仓。
- 过滤器:
- 类别:趋势跟随
- 方向:双向
- 指标:ADX, MACD
- 止损:有
- 复杂度:中等
- 时间框架:日内
- 季节性:否
- 神经网络:否
- 背离:否
- 风险等级:中等
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>
/// ADX MACD strategy.
/// While flat, a MACD cross above its signal line goes long and a cross below goes short, but only while ADX is rising.
/// The position closes once ADX weakens below its previous value or MACD returns to the other side of its signal line,
/// and a percent stop limits the loss.
/// </summary>
public class AdxMacdStrategy : Strategy
{
private readonly StrategyParam<int> _adxPeriod;
private readonly StrategyParam<int> _macdFast;
private readonly StrategyParam<int> _macdSlow;
private readonly StrategyParam<int> _macdSignal;
private readonly StrategyParam<decimal> _stopLossPercent;
private readonly StrategyParam<DataType> _candleType;
private bool? _prevAbove;
private decimal? _prevAdx;
/// <summary>
/// Period of ADX.
/// </summary>
public int AdxPeriod
{
get => _adxPeriod.Value;
set => _adxPeriod.Value = value;
}
/// <summary>
/// Fast EMA period of MACD.
/// </summary>
public int MacdFast
{
get => _macdFast.Value;
set => _macdFast.Value = value;
}
/// <summary>
/// Slow EMA period of MACD.
/// </summary>
public int MacdSlow
{
get => _macdSlow.Value;
set => _macdSlow.Value = value;
}
/// <summary>
/// Signal line period of MACD.
/// </summary>
public int MacdSignal
{
get => _macdSignal.Value;
set => _macdSignal.Value = value;
}
/// <summary>
/// Stop loss percentage from 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>
/// Constructor.
/// </summary>
public AdxMacdStrategy()
{
_adxPeriod = Param(nameof(AdxPeriod), 14)
.SetGreaterThanZero()
.SetDisplay("ADX Period", "Period of ADX", "ADX");
_macdFast = Param(nameof(MacdFast), 12)
.SetGreaterThanZero()
.SetDisplay("MACD Fast", "Fast EMA period of MACD", "MACD");
_macdSlow = Param(nameof(MacdSlow), 26)
.SetGreaterThanZero()
.SetDisplay("MACD Slow", "Slow EMA period of MACD", "MACD");
_macdSignal = Param(nameof(MacdSignal), 9)
.SetGreaterThanZero()
.SetDisplay("MACD Signal", "Signal line period of MACD", "MACD");
_stopLossPercent = Param(nameof(StopLossPercent), 2m)
.SetNotNegative()
.SetDisplay("Stop Loss %", "Stop loss percentage from entry price", "Risk");
_candleType = Param(nameof(CandleType), TimeSpan.FromMinutes(15).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();
_prevAbove = null;
_prevAdx = null;
}
/// <inheritdoc />
protected override void OnStarted2(DateTime time)
{
base.OnStarted2(time);
_prevAbove = null;
_prevAdx = null;
var adx = new AverageDirectionalIndex { Length = AdxPeriod };
var macd = new MovingAverageConvergenceDivergenceSignal
{
Macd =
{
ShortMa = { Length = MacdFast },
LongMa = { Length = MacdSlow },
},
SignalMa = { Length = MacdSignal }
};
var subscription = SubscribeCandles(CandleType);
subscription
.BindEx(adx, macd, ProcessCandle)
.Start();
StartProtection(new Unit(), new Unit(StopLossPercent, UnitTypes.Percent), useMarketOrders: true, isLocalStop: true);
// The stop has to see prices between candles, not only at their close.
foreach (var field in new[] { Level1Fields.BestBidPrice, Level1Fields.BestAskPrice })
{
var quotes = new Subscription(DataType.Level1, Security);
quotes.MarketData.BuildField = field;
SubscribeLevel1(quotes).Bind(ObserveProtectionQuote).Start();
}
var area = CreateChartArea();
if (area != null)
{
DrawCandles(area, subscription);
DrawOwnTrades(area);
var oscillators = CreateChartArea();
if (oscillators != null)
{
DrawIndicator(oscillators, adx);
DrawIndicator(oscillators, macd);
}
}
}
private void ObserveProtectionQuote(Level1ChangeMessage quote)
{
// The high-level handler activates native protection before this callback, also between signal bars.
}
private void ProcessCandle(ICandleMessage candle, IIndicatorValue adxValue, IIndicatorValue macdValue)
{
if (candle.State != CandleStates.Finished)
return;
if (!adxValue.IsFormed || !macdValue.IsFormed)
return;
if (adxValue is not AverageDirectionalIndexValue { MovingAverage: decimal strength })
return;
var macdTyped = (MovingAverageConvergenceDivergenceSignalValue)macdValue;
if (macdTyped.Macd is not decimal macd || macdTyped.Signal is not decimal signal)
return;
var isAbove = macd > signal;
var wasAbove = _prevAbove;
var prevAdx = _prevAdx;
_prevAbove = isAbove;
_prevAdx = strength;
if (wasAbove is not bool was || prevAdx is not decimal lastStrength)
return;
if (!IsFormedAndOnlineAndAllowTrading())
return;
var rising = strength > lastStrength;
if (Position > 0)
{
if (!rising || !isAbove)
SellMarket(Position);
}
else if (Position < 0)
{
if (!rising || isAbove)
BuyMarket(-Position);
}
else if (rising && was != isAbove)
{
if (isAbove)
BuyMarket(Volume);
else
SellMarket(Volume);
}
}
}
import clr
clr.AddReference("StockSharp.Messages")
clr.AddReference("StockSharp.Algo")
clr.AddReference("StockSharp.Algo.Indicators")
clr.AddReference("StockSharp.Algo.Strategies")
clr.AddReference("StockSharp.BusinessEntities")
from System import TimeSpan, Decimal
from StockSharp.Messages import DataType, CandleStates, Unit, UnitTypes, Level1Fields
from StockSharp.BusinessEntities import Subscription
from StockSharp.Algo.Indicators import AverageDirectionalIndex, MovingAverageConvergenceDivergenceSignal
from StockSharp.Algo.Strategies import Strategy
class adx_macd_strategy(Strategy):
"""
ADX MACD strategy.
While flat, a MACD cross above its signal line goes long and a cross below goes short, but only while ADX is rising.
The position closes once ADX weakens below its previous value or MACD returns to the other side of its signal line,
and a percent stop limits the loss.
"""
def __init__(self):
super(adx_macd_strategy, self).__init__()
self._adx_period = self.Param("AdxPeriod", 14).SetGreaterThanZero().SetDisplay("ADX Period", "Period of ADX", "ADX")
self._macd_fast = self.Param("MacdFast", 12).SetGreaterThanZero().SetDisplay("MACD Fast", "Fast EMA period of MACD", "MACD")
self._macd_slow = self.Param("MacdSlow", 26).SetGreaterThanZero().SetDisplay("MACD Slow", "Slow EMA period of MACD", "MACD")
self._macd_signal = self.Param("MacdSignal", 9).SetGreaterThanZero().SetDisplay("MACD Signal", "Signal line period of MACD", "MACD")
self._stop_loss_percent = self.Param("StopLossPercent", 2.0).SetNotNegative().SetDisplay("Stop Loss %", "Stop loss percentage from entry price", "Risk")
self._candle_type = self.Param("CandleType", DataType.TimeFrame(TimeSpan.FromMinutes(15))).SetDisplay("Candle Type", "Type of candles to use", "General")
self._reset_state()
@property
def candle_type(self):
return self._candle_type.Value
def _reset_state(self):
self._prev_above = None
self._prev_adx = None
def OnReseted(self):
super(adx_macd_strategy, self).OnReseted()
self._reset_state()
def OnStarted2(self, time):
super(adx_macd_strategy, self).OnStarted2(time)
self._reset_state()
adx = AverageDirectionalIndex()
adx.Length = self._adx_period.Value
macd = MovingAverageConvergenceDivergenceSignal()
macd.Macd.ShortMa.Length = self._macd_fast.Value
macd.Macd.LongMa.Length = self._macd_slow.Value
macd.SignalMa.Length = self._macd_signal.Value
subscription = self.SubscribeCandles(self.candle_type)
subscription.BindEx(adx, macd, self._process_candle).Start()
self.StartProtection(Unit(), Unit(Decimal(self._stop_loss_percent.Value), UnitTypes.Percent), useMarketOrders=True, isLocalStop=True)
# The stop has to see prices between candles, not only at their close.
for field in (Level1Fields.BestBidPrice, Level1Fields.BestAskPrice):
quotes = Subscription(DataType.Level1, self.Security)
quotes.MarketData.BuildField = field
self.SubscribeLevel1(quotes).Bind(self._observe_protection_quote).Start()
area = self.CreateChartArea()
if area is not None:
self.DrawCandles(area, subscription)
self.DrawOwnTrades(area)
oscillators = self.CreateChartArea()
if oscillators is not None:
self.DrawIndicator(oscillators, adx)
self.DrawIndicator(oscillators, macd)
def _observe_protection_quote(self, quote):
# The high-level handler activates native protection before the callback, including between bars.
pass
def _process_candle(self, candle, adx_value, macd_value):
if candle.State != CandleStates.Finished:
return
if not adx_value.IsFormed or not macd_value.IsFormed:
return
if adx_value.MovingAverage is None or macd_value.Macd is None or macd_value.Signal is None:
return
strength = adx_value.MovingAverage
is_above = macd_value.Macd > macd_value.Signal
was_above = self._prev_above
prev_adx = self._prev_adx
self._prev_above = is_above
self._prev_adx = strength
if was_above is None or prev_adx is None:
return
if not self.IsFormedAndOnlineAndAllowTrading():
return
rising = strength > prev_adx
if self.Position > 0:
if not rising or not is_above:
self.SellMarket(self.Position)
elif self.Position < 0:
if not rising or is_above:
self.BuyMarket(-self.Position)
elif rising and was_above != is_above:
if is_above:
self.BuyMarket(self.Volume)
else:
self.SellMarket(self.Volume)
def CreateClone(self):
return adx_macd_strategy()