Keltner Macd 戦略
KeltnerチャネルとMACDに基づく戦略。MACD > SignalでKeltnerチャネル上限を価格が突破したときロングエントリー。MACD < SignalでKeltnerチャネル下限を価格が割り込んだときショートエントリー。MACDがシグナルラインを逆方向にクロスしたときに決済。
テストでは年平均リターン約169%を示しています。暗号資産市場で最もパフォーマンスが高くなります。
Keltnerチャネルのブレイクアウトがトリガーとなり、MACDのモメンタムが方向をフィルタリングします。両シグナルが一致したときにトレードが開始されます。
モメンタムに裏付けられたボラティリティ拡張を追うトレーダーに最適です。ATRベースのストップがリスクを抑制します。
詳細
- エントリー条件:
- ロング:
Close > UpperBand && MACD > Signal - ショート:
Close < LowerBand && MACD < Signal
- ロング:
- ロング/ショート: 両方
- エグジット条件: MACDの逆方向クロス
- ストップ:
AtrMultiplierを使用したATRベース - デフォルト値:
EmaPeriod= 20Multiplier= 2mAtrPeriod= 14MacdFastPeriod= 12MacdSlowPeriod= 26MacdSignalPeriod= 9AtrMultiplier= 2mCandleType= TimeSpan.FromMinutes(15).TimeFrame() チャネルはEMAの上下にMultiplier倍のATRを加えたものです。ストップはエントリー時の終値からAtrMultiplier倍のATRの位置にあり、足の終値で判定します。 保有ポジションと逆方向のエントリーシグナルはドテンになります。
- フィルター:
- カテゴリ: 平均回帰
- 方向: 両方
- インジケーター: Keltner Channel, MACD
- ストップ: はい
- 複雑さ: 中級
- 時間軸: 中期
- 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>
/// Keltner MACD strategy.
/// The Keltner Channel is the EmaPeriod EMA plus and minus Multiplier times the AtrPeriod ATR. A close above the upper band with MACD above
/// its signal line goes long and a close below the lower band with MACD below the signal line goes short, reversing an opposite position.
/// A long closes when MACD crosses below the signal line and a short when it crosses above it. The stop lies AtrMultiplier ATR from the entry
/// close and is checked on candle closes.
/// </summary>
public class KeltnerMacdStrategy : Strategy
{
private readonly StrategyParam<int> _emaPeriod;
private readonly StrategyParam<decimal> _multiplier;
private readonly StrategyParam<int> _atrPeriod;
private readonly StrategyParam<int> _macdFastPeriod;
private readonly StrategyParam<int> _macdSlowPeriod;
private readonly StrategyParam<int> _macdSignalPeriod;
private readonly StrategyParam<decimal> _atrMultiplier;
private readonly StrategyParam<DataType> _candleType;
private decimal _stopPrice;
/// <summary>
/// Period of the channel EMA.
/// </summary>
public int EmaPeriod
{
get => _emaPeriod.Value;
set => _emaPeriod.Value = value;
}
/// <summary>
/// ATR multiplier of the channel width.
/// </summary>
public decimal Multiplier
{
get => _multiplier.Value;
set => _multiplier.Value = value;
}
/// <summary>
/// Period of the channel and stop ATR.
/// </summary>
public int AtrPeriod
{
get => _atrPeriod.Value;
set => _atrPeriod.Value = value;
}
/// <summary>
/// Fast EMA period of MACD.
/// </summary>
public int MacdFastPeriod
{
get => _macdFastPeriod.Value;
set => _macdFastPeriod.Value = value;
}
/// <summary>
/// Slow EMA period of MACD.
/// </summary>
public int MacdSlowPeriod
{
get => _macdSlowPeriod.Value;
set => _macdSlowPeriod.Value = value;
}
/// <summary>
/// Signal line period of MACD.
/// </summary>
public int MacdSignalPeriod
{
get => _macdSignalPeriod.Value;
set => _macdSignalPeriod.Value = value;
}
/// <summary>
/// Stop distance from the entry in ATRs.
/// </summary>
public decimal AtrMultiplier
{
get => _atrMultiplier.Value;
set => _atrMultiplier.Value = value;
}
/// <summary>
/// Candle type.
/// </summary>
public DataType CandleType
{
get => _candleType.Value;
set => _candleType.Value = value;
}
/// <summary>
/// Constructor.
/// </summary>
public KeltnerMacdStrategy()
{
_emaPeriod = Param(nameof(EmaPeriod), 20)
.SetGreaterThanZero()
.SetDisplay("EMA Period", "Period of the channel EMA", "Keltner");
_multiplier = Param(nameof(Multiplier), 2m)
.SetGreaterThanZero()
.SetDisplay("Multiplier", "ATR multiplier of the channel width", "Keltner");
_atrPeriod = Param(nameof(AtrPeriod), 14)
.SetGreaterThanZero()
.SetDisplay("ATR Period", "Period of the channel and stop ATR", "Keltner");
_macdFastPeriod = Param(nameof(MacdFastPeriod), 12)
.SetGreaterThanZero()
.SetDisplay("MACD Fast", "Fast EMA period of MACD", "MACD");
_macdSlowPeriod = Param(nameof(MacdSlowPeriod), 26)
.SetGreaterThanZero()
.SetDisplay("MACD Slow", "Slow EMA period of MACD", "MACD");
_macdSignalPeriod = Param(nameof(MacdSignalPeriod), 9)
.SetGreaterThanZero()
.SetDisplay("MACD Signal", "Signal line period of MACD", "MACD");
_atrMultiplier = Param(nameof(AtrMultiplier), 2m)
.SetNotNegative()
.SetDisplay("ATR Multiplier", "Stop distance from the entry in ATRs", "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();
_stopPrice = default;
}
/// <inheritdoc />
protected override void OnStarted2(DateTime time)
{
base.OnStarted2(time);
_stopPrice = default;
var ema = new ExponentialMovingAverage { Length = EmaPeriod };
var atr = new AverageTrueRange { Length = AtrPeriod };
var macd = new MovingAverageConvergenceDivergenceSignal
{
Macd =
{
ShortMa = { Length = MacdFastPeriod },
LongMa = { Length = MacdSlowPeriod },
},
SignalMa = { Length = MacdSignalPeriod }
};
var subscription = SubscribeCandles(CandleType);
subscription
.BindEx(ema, atr, macd, ProcessCandle)
.Start();
var area = CreateChartArea();
if (area != null)
{
DrawCandles(area, subscription);
DrawIndicator(area, ema);
DrawOwnTrades(area);
var oscillators = CreateChartArea();
if (oscillators != null)
{
DrawIndicator(oscillators, macd);
}
}
}
private void ProcessCandle(ICandleMessage candle, IIndicatorValue emaValue, IIndicatorValue atrValue, IIndicatorValue macdValue)
{
if (candle.State != CandleStates.Finished)
return;
if (!emaValue.IsFormed || !atrValue.IsFormed || !macdValue.IsFormed)
return;
var macdTyped = (MovingAverageConvergenceDivergenceSignalValue)macdValue;
if (macdTyped.Macd is not decimal macd || macdTyped.Signal is not decimal signal)
return;
if (!IsFormedAndOnlineAndAllowTrading())
return;
var middle = emaValue.GetValue<decimal>();
var atr = atrValue.GetValue<decimal>();
var upper = middle + Multiplier * atr;
var lower = middle - Multiplier * atr;
var close = candle.ClosePrice;
if (close > upper && macd > signal && Position <= 0)
{
BuyMarket(Volume + Math.Abs(Position));
_stopPrice = close - AtrMultiplier * atr;
}
else if (close < lower && macd < signal && Position >= 0)
{
SellMarket(Volume + Math.Abs(Position));
_stopPrice = close + AtrMultiplier * atr;
}
else if (Position > 0 && (macd < signal || (AtrMultiplier > 0 && close <= _stopPrice)))
{
SellMarket(Position);
}
else if (Position < 0 && (macd > signal || (AtrMultiplier > 0 && close >= _stopPrice)))
{
BuyMarket(-Position);
}
}
}
import clr
clr.AddReference("StockSharp.Messages")
clr.AddReference("StockSharp.Algo")
clr.AddReference("StockSharp.Algo.Indicators")
clr.AddReference("StockSharp.Algo.Strategies")
from System import TimeSpan, Decimal
from StockSharp.Messages import DataType, CandleStates
from StockSharp.Algo.Indicators import ExponentialMovingAverage, AverageTrueRange, MovingAverageConvergenceDivergenceSignal
from StockSharp.Algo.Strategies import Strategy
class keltner_macd_strategy(Strategy):
"""
Keltner MACD strategy.
The Keltner Channel is the EmaPeriod EMA plus and minus Multiplier times the AtrPeriod ATR. A close above the upper band with MACD above
its signal line goes long and a close below the lower band with MACD below the signal line goes short, reversing an opposite position.
A long closes when MACD crosses below the signal line and a short when it crosses above it. The stop lies AtrMultiplier ATR from the entry
close and is checked on candle closes.
"""
def __init__(self):
super(keltner_macd_strategy, self).__init__()
self._ema_period = self.Param("EmaPeriod", 20).SetGreaterThanZero().SetDisplay("EMA Period", "Period of the channel EMA", "Keltner")
self._multiplier = self.Param("Multiplier", 2.0).SetGreaterThanZero().SetDisplay("Multiplier", "ATR multiplier of the channel width", "Keltner")
self._atr_period = self.Param("AtrPeriod", 14).SetGreaterThanZero().SetDisplay("ATR Period", "Period of the channel and stop ATR", "Keltner")
self._macd_fast_period = self.Param("MacdFastPeriod", 12).SetGreaterThanZero().SetDisplay("MACD Fast", "Fast EMA period of MACD", "MACD")
self._macd_slow_period = self.Param("MacdSlowPeriod", 26).SetGreaterThanZero().SetDisplay("MACD Slow", "Slow EMA period of MACD", "MACD")
self._macd_signal_period = self.Param("MacdSignalPeriod", 9).SetGreaterThanZero().SetDisplay("MACD Signal", "Signal line period of MACD", "MACD")
self._atr_multiplier = self.Param("AtrMultiplier", 2.0).SetNotNegative().SetDisplay("ATR Multiplier", "Stop distance from the entry in ATRs", "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._stop_price = Decimal(0)
def OnReseted(self):
super(keltner_macd_strategy, self).OnReseted()
self._reset_state()
def OnStarted2(self, time):
super(keltner_macd_strategy, self).OnStarted2(time)
self._reset_state()
ema = ExponentialMovingAverage()
ema.Length = self._ema_period.Value
atr = AverageTrueRange()
atr.Length = self._atr_period.Value
macd = MovingAverageConvergenceDivergenceSignal()
macd.Macd.ShortMa.Length = self._macd_fast_period.Value
macd.Macd.LongMa.Length = self._macd_slow_period.Value
macd.SignalMa.Length = self._macd_signal_period.Value
subscription = self.SubscribeCandles(self.candle_type)
subscription.BindEx(ema, atr, macd, self._process_candle).Start()
area = self.CreateChartArea()
if area is not None:
self.DrawCandles(area, subscription)
self.DrawIndicator(area, ema)
self.DrawOwnTrades(area)
oscillators = self.CreateChartArea()
if oscillators is not None:
self.DrawIndicator(oscillators, macd)
def _process_candle(self, candle, ema_value, atr_value, macd_value):
if candle.State != CandleStates.Finished:
return
if not ema_value.IsFormed or not atr_value.IsFormed or not macd_value.IsFormed:
return
if macd_value.Macd is None or macd_value.Signal is None:
return
if not self.IsFormedAndOnlineAndAllowTrading():
return
macd = macd_value.Macd
signal = macd_value.Signal
middle = ema_value.GetValue[Decimal](None)
atr = atr_value.GetValue[Decimal](None)
multiplier = Decimal(self._multiplier.Value)
upper = middle + multiplier * atr
lower = middle - multiplier * atr
close = candle.ClosePrice
stop_atr = Decimal(self._atr_multiplier.Value)
if close > upper and macd > signal and self.Position <= 0:
self.BuyMarket(self.Volume + abs(self.Position))
self._stop_price = close - stop_atr * atr
elif close < lower and macd < signal and self.Position >= 0:
self.SellMarket(self.Volume + abs(self.Position))
self._stop_price = close + stop_atr * atr
elif self.Position > 0 and (macd < signal or (stop_atr > 0 and close <= self._stop_price)):
self.SellMarket(self.Position)
elif self.Position < 0 and (macd > signal or (stop_atr > 0 and close >= self._stop_price)):
self.BuyMarket(-self.Position)
def CreateClone(self):
return keltner_macd_strategy()