Bollinger Bands 戦略
Bollinger Bandsのブレイクアウトを取引する戦略です。価格が上限バンドを上回って終値が付いたときに買い、下限バンドを下回って終値が付いたときに売ります。単純移動平均クロスまたはストップロス到達時に決済します。
詳細
- エントリー条件:
- ロング: Bollinger Bands上限を上回る終値
- ショート: Bollinger Bands下限を下回る終値
- ロング/ショート: 両方
- エグジット条件:
- ロング: SMAを下回る終値またはストップロス到達
- ショート: SMAを上回る終値またはストップロス到達
- ストップ: エントリー価格からのパーセント
- デフォルト値:
BbLength= 120BbDeviation= 2mSmaLength= 110StopLossPercent= 6mCandleType= TimeSpan.FromMinutes(5).TimeFrame()
- フィルター:
- カテゴリ: ブレイクアウト
- 方向: 両方
- インジケーター: Bollinger Bands, SMA
- ストップ: はい
- 複雑さ: 基本
- 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>
/// Bollinger Bands strategy.
/// A close above the upper Bollinger band goes long and a close below the lower band goes short, reversing an opposite position.
/// A long closes when the close falls below SMA(SmaLength) and a short when it rises above it, and a percent stop limits the loss.
/// </summary>
public class BollingerBandsStrategy : Strategy
{
private readonly StrategyParam<int> _bbLength;
private readonly StrategyParam<decimal> _bbDeviation;
private readonly StrategyParam<int> _smaLength;
private readonly StrategyParam<decimal> _stopLossPercent;
private readonly StrategyParam<DataType> _candleType;
/// <summary>
/// Bollinger period.
/// </summary>
public int BbLength
{
get => _bbLength.Value;
set => _bbLength.Value = value;
}
/// <summary>
/// Bollinger standard deviation multiplier.
/// </summary>
public decimal BbDeviation
{
get => _bbDeviation.Value;
set => _bbDeviation.Value = value;
}
/// <summary>
/// Period of the exit SMA.
/// </summary>
public int SmaLength
{
get => _smaLength.Value;
set => _smaLength.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 BollingerBandsStrategy()
{
_bbLength = Param(nameof(BbLength), 120)
.SetGreaterThanZero()
.SetDisplay("BB Length", "Bollinger period", "Bollinger");
_bbDeviation = Param(nameof(BbDeviation), 2m)
.SetGreaterThanZero()
.SetDisplay("BB Deviation", "Bollinger standard deviation multiplier", "Bollinger");
_smaLength = Param(nameof(SmaLength), 110)
.SetGreaterThanZero()
.SetDisplay("SMA Length", "Period of the exit SMA", "Exit");
_stopLossPercent = Param(nameof(StopLossPercent), 6m)
.SetNotNegative()
.SetDisplay("Stop Loss %", "Stop loss percentage from entry price", "Risk");
_candleType = Param(nameof(CandleType), TimeSpan.FromMinutes(5).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 OnStarted2(DateTime time)
{
base.OnStarted2(time);
var bollinger = new BollingerBands { Length = BbLength, Width = BbDeviation };
var sma = new SimpleMovingAverage { Length = SmaLength };
var subscription = SubscribeCandles(CandleType);
subscription
.BindEx(bollinger, sma, 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);
DrawIndicator(area, bollinger);
DrawIndicator(area, sma);
DrawOwnTrades(area);
}
}
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 bollingerValue, IIndicatorValue smaValue)
{
if (candle.State != CandleStates.Finished)
return;
if (!bollingerValue.IsFormed || !smaValue.IsFormed)
return;
var bands = (BollingerBandsValue)bollingerValue;
if (bands.UpBand is not decimal upper || bands.LowBand is not decimal lower)
return;
if (!IsFormedAndOnlineAndAllowTrading())
return;
var close = candle.ClosePrice;
var sma = smaValue.GetValue<decimal>();
if (close > upper && Position <= 0)
BuyMarket(Volume + Math.Abs(Position));
else if (close < lower && Position >= 0)
SellMarket(Volume + Math.Abs(Position));
else if (Position > 0 && close < sma)
SellMarket(Position);
else if (Position < 0 && close > sma)
BuyMarket(-Position);
}
}
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 BollingerBands, SimpleMovingAverage
from StockSharp.Algo.Strategies import Strategy
class bollinger_bands_strategy(Strategy):
"""
Bollinger Bands strategy.
A close above the upper Bollinger band goes long and a close below the lower band goes short, reversing an opposite position.
A long closes when the close falls below SMA(SmaLength) and a short when it rises above it, and a percent stop limits the loss.
"""
def __init__(self):
super(bollinger_bands_strategy, self).__init__()
self._bb_length = self.Param("BbLength", 120).SetGreaterThanZero().SetDisplay("BB Length", "Bollinger period", "Bollinger")
self._bb_deviation = self.Param("BbDeviation", 2.0).SetGreaterThanZero().SetDisplay("BB Deviation", "Bollinger standard deviation multiplier", "Bollinger")
self._sma_length = self.Param("SmaLength", 110).SetGreaterThanZero().SetDisplay("SMA Length", "Period of the exit SMA", "Exit")
self._stop_loss_percent = self.Param("StopLossPercent", 6.0).SetNotNegative().SetDisplay("Stop Loss %", "Stop loss percentage from entry price", "Risk")
self._candle_type = self.Param("CandleType", DataType.TimeFrame(TimeSpan.FromMinutes(5))).SetDisplay("Candle Type", "Type of candles to use", "General")
@property
def candle_type(self):
return self._candle_type.Value
def OnStarted2(self, time):
super(bollinger_bands_strategy, self).OnStarted2(time)
bollinger = BollingerBands()
bollinger.Length = self._bb_length.Value
bollinger.Width = Decimal(self._bb_deviation.Value)
sma = SimpleMovingAverage()
sma.Length = self._sma_length.Value
subscription = self.SubscribeCandles(self.candle_type)
subscription.BindEx(bollinger, sma, 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.DrawIndicator(area, bollinger)
self.DrawIndicator(area, sma)
self.DrawOwnTrades(area)
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, bollinger_value, sma_value):
if candle.State != CandleStates.Finished:
return
if not bollinger_value.IsFormed or not sma_value.IsFormed:
return
upper = bollinger_value.UpBand
lower = bollinger_value.LowBand
if upper is None or lower is None:
return
if not self.IsFormedAndOnlineAndAllowTrading():
return
close = candle.ClosePrice
sma = sma_value.GetValue[Decimal](None)
if close > upper and self.Position <= 0:
self.BuyMarket(self.Volume + abs(self.Position))
elif close < lower and self.Position >= 0:
self.SellMarket(self.Volume + abs(self.Position))
elif self.Position > 0 and close < sma:
self.SellMarket(self.Position)
elif self.Position < 0 and close > sma:
self.BuyMarket(-self.Position)
def CreateClone(self):
return bollinger_bands_strategy()