ADX MACD 戦略
ADX MACD は、Average Directional Index のトレンド強度と MACD のモメンタム変化を組み合わせます。 ADX が上昇しているとき、特に MACD が同じ方向にクロスすれば、ブレイクアウトが継続する可能性が高まります。
テストでは平均年間リターンは約139%を示しています。株式市場で最も良いパフォーマンスを発揮します。
この戦略はそれらの一致したシグナルでトレードし、ADX が弱まり始めるか MACD がポジションに逆らって転換したときにイグジットします。
適度なパーセントストップが、乱高下する相場での損失を抑えます。
詳細
- エントリー条件: インジケーターシグナル
- ロング/ショート: 両方
- エグジット条件: ストップロスまたは反対シグナル
- ストップ: はい、パーセントベース
- デフォルト値:
CandleType= 15 minuteStopLossPercent= 2AdxPeriod= 14MacdFast= 12MacdSlow= 26MacdSignal= 9 ノーポジション時、MACDがシグナル線を上抜ければ買い、下抜ければ売りますが、ADXが前回値を上回っている間に限ります。ADXが前回値を下回るか、MACDがシグナル線の反対側に戻ったら決済します。
- フィルター:
- カテゴリ: トレンドフォロー
- 方向: 両方
- インジケーター: ADX, MACD
- ストップ: はい
- 複雑さ: 中級
- 時間軸: イントラデイ
- 季節性: いいえ
- ニューラルネットワーク: いいえ
- ダイバージェンス: いいえ
- リスクレベル: 中
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()