布林带反转策略
当价格突破布林带外侧时,往往会迅速回到中轨。本策略利用这一特性,在收盘价跌破下轨且蜡烛为阳时买入,在收盘价突破上轨且蜡烛为阴时做空。
测试表明年均收益约为 94%,该策略在股票市场表现最佳。
算法在每根K线计算布林带,并检测收盘价是否越过外带。若看涨蜡烛收于下轨之外,则开多仓;若看跌蜡烛收于上轨之外,则开空仓。止损依赖于ATR倍数,平仓则在价格回到中轨时执行。
均值回归交易通常只持续几根K线,因此该策略适合短期波动收缩阶段。
细节
- 入场条件:阳线收盘低于下轨或阴线收盘高于上轨。
- 多/空:双向。
- 退出条件:价格回到中轨或止损。
- 止损:是,基于 ATR。
- 默认值:
BollingerPeriod= 20BollingerDeviation= 2.0AtrMultiplier= 2.0CandleType= 5 分钟
- 过滤条件:
- 类别: 均值回归
- 方向: 双向
- 指标: 布林带, ATR
- 止损: 有
- 复杂度: 基础
- 时间框架: 日内
- 季节性: 无
- 神经网络: 无
- 背离: 无
- 风险级别: 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>
/// Fades an outside Bollinger close only when the candle turns against the extension.
/// Exits at the middle band or native actual-fill protection with signal-bar ATR distance.
/// </summary>
public class BollingerBandReversalStrategy : Strategy
{
private readonly StrategyParam<int> _bollingerPeriod;
private readonly StrategyParam<decimal> _bollingerDeviation;
private readonly StrategyParam<int> _atrPeriod;
private readonly StrategyParam<decimal> _atrMultiplier;
private readonly StrategyParam<DataType> _candleType;
private Order _pendingOrder;
private Unit _stopDistance;
private bool _protectionStarted;
public int BollingerPeriod { get => _bollingerPeriod.Value; set => _bollingerPeriod.Value = value; }
public decimal BollingerDeviation { get => _bollingerDeviation.Value; set => _bollingerDeviation.Value = value; }
public int AtrPeriod { get => _atrPeriod.Value; set => _atrPeriod.Value = value; }
public decimal AtrMultiplier { get => _atrMultiplier.Value; set => _atrMultiplier.Value = value; }
public DataType CandleType { get => _candleType.Value; set => _candleType.Value = value; }
public BollingerBandReversalStrategy()
{
_bollingerPeriod = Param(nameof(BollingerPeriod), 20).SetGreaterThanZero()
.SetDisplay("Bollinger Period", "Close SMA and population deviation length", "Indicators");
_bollingerDeviation = Param(nameof(BollingerDeviation), 2m).SetNotNegative()
.SetDisplay("Bollinger Deviation", "Standard deviation multiplier", "Indicators");
_atrPeriod = Param(nameof(AtrPeriod), 14).SetGreaterThanZero()
.SetDisplay("ATR Period", "Wilder ATR length", "Protection");
_atrMultiplier = Param(nameof(AtrMultiplier), 2m).SetNotNegative()
.SetDisplay("ATR Multiplier", "Frozen signal ATR distance; zero disables the stop", "Protection");
_candleType = Param(nameof(CandleType), TimeSpan.FromMinutes(5).TimeFrame())
.SetDisplay("Candle Type", "Bollinger and ATR candle timeframe", "General");
OrderRegistering += order => _pendingOrder = order;
}
public override IEnumerable<(Security sec, DataType dt)> GetWorkingSecurities()
=> [(Security, CandleType), (Security, DataType.Level1)];
protected override void OnReseted()
{
base.OnReseted();
_pendingOrder = null;
_stopDistance = null;
_protectionStarted = false;
}
protected override void OnStarted2(DateTime time)
{
base.OnStarted2(time);
_pendingOrder = null;
_stopDistance = null;
_protectionStarted = false;
var bands = new BollingerBands { Length = BollingerPeriod, Width = BollingerDeviation };
var atr = new AverageTrueRange { Length = AtrPeriod };
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 candles = SubscribeCandles(CandleType);
candles.BindEx(bands, atr, ProcessCandle, false).Start();
var area = CreateChartArea();
if (area != null)
{
DrawCandles(area, candles);
DrawIndicator(area, bands);
DrawIndicator(area, atr);
DrawOwnTrades(area);
}
}
private void ObserveProtectionQuote(Level1ChangeMessage quote)
{
// Native protection evaluates executable quotes between finished signal candles.
}
private void ProcessCandle(ICandleMessage candle, IIndicatorValue bandsValue, IIndicatorValue atrValue)
{
if (candle.State != CandleStates.Finished || !bandsValue.IsFormed ||
!atrValue.IsFormed || !IsFormedAndOnlineAndAllowTrading())
return;
if (_pendingOrder is not null && _pendingOrder.State is not (OrderStates.Done or OrderStates.Failed))
return;
var bands = (IBollingerBandsValue)bandsValue;
if (bands.UpBand is not decimal upper || bands.LowBand is not decimal lower ||
bands.MovingAverage is not decimal middle)
return;
var close = candle.ClosePrice;
if (Position > 0m && close >= middle)
SellMarket(Position);
else if (Position < 0m && close <= middle)
BuyMarket(Math.Abs(Position));
else if (Position == 0m && close < lower && close > candle.OpenPrice)
Enter(Sides.Buy, atrValue.GetValue<decimal>());
else if (Position == 0m && close > upper && close < candle.OpenPrice)
Enter(Sides.Sell, atrValue.GetValue<decimal>());
}
private void Enter(Sides side, decimal atr)
{
var distance = atr * AtrMultiplier;
_stopDistance ??= new Unit(distance);
// Cached native controllers retain this Unit across flat-to-position cycles.
_stopDistance.Value = distance;
if (!_protectionStarted && distance > 0m)
{
StartProtection(new Unit(), _stopDistance, useMarketOrders: true, isLocalStop: true);
_protectionStarted = true;
}
RegisterOrder(new Order
{
Security = Security,
Portfolio = Portfolio,
Type = OrderTypes.Market,
Side = side,
Volume = Volume,
Comment = "Bollinger reversal entry",
});
}
}
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, Math
from StockSharp.Messages import DataType, CandleStates, Unit, OrderStates, OrderTypes, Sides, Level1Fields
from StockSharp.BusinessEntities import Subscription, Order
from StockSharp.Algo.Indicators import BollingerBands, AverageTrueRange
from StockSharp.Algo.Strategies import Strategy
class bollinger_band_reversal_strategy(Strategy):
"""Fade an outside Bollinger close with an opposing candle and frozen ATR protection."""
def __init__(self):
super(bollinger_band_reversal_strategy, self).__init__()
self._bollinger_period = self.Param("BollingerPeriod", 20).SetGreaterThanZero().SetDisplay("Bollinger Period", "Close SMA and population deviation length", "Indicators")
self._bollinger_deviation = self.Param("BollingerDeviation", 2.0).SetNotNegative().SetDisplay("Bollinger Deviation", "Standard deviation multiplier", "Indicators")
self._atr_period = self.Param("AtrPeriod", 14).SetGreaterThanZero().SetDisplay("ATR Period", "Wilder ATR length", "Protection")
self._atr_multiplier = self.Param("AtrMultiplier", 2.0).SetNotNegative().SetDisplay("ATR Multiplier", "Frozen signal ATR distance; zero disables the stop", "Protection")
self._candle_type = self.Param("CandleType", DataType.TimeFrame(TimeSpan.FromMinutes(5))).SetDisplay("Candle Type", "Bollinger and ATR candle timeframe", "General")
self._pending_order = None
self._stop_distance = None
self._protection_started = False
self.OrderRegistering += self._track_pending
@property
def candle_type(self):
return self._candle_type.Value
def GetWorkingSecurities(self):
return [(self.Security, self.candle_type), (self.Security, DataType.Level1)]
def _track_pending(self, order):
self._pending_order = order
def OnReseted(self):
super(bollinger_band_reversal_strategy, self).OnReseted()
self._pending_order = None
self._stop_distance = None
self._protection_started = False
def OnStarted2(self, time):
super(bollinger_band_reversal_strategy, self).OnStarted2(time)
self._pending_order = None
self._stop_distance = None
self._protection_started = False
bands = BollingerBands()
bands.Length = self._bollinger_period.Value
bands.Width = Decimal(self._bollinger_deviation.Value)
atr = AverageTrueRange()
atr.Length = self._atr_period.Value
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()
candles = self.SubscribeCandles(self.candle_type)
candles.BindEx(bands, atr, self._process_candle, False).Start()
area = self.CreateChartArea()
if area is not None:
self.DrawCandles(area, candles)
self.DrawIndicator(area, bands)
self.DrawIndicator(area, atr)
self.DrawOwnTrades(area)
def _observe_protection_quote(self, quote):
# Native protection evaluates executable quotes between finished signal candles.
pass
def _process_candle(self, candle, bands_value, atr_value):
if (candle.State != CandleStates.Finished or not bands_value.IsFormed or
not atr_value.IsFormed or not self.IsFormedAndOnlineAndAllowTrading()):
return
if self._pending_order is not None and self._pending_order.State not in (OrderStates.Done, OrderStates.Failed):
return
upper = bands_value.UpBand
lower = bands_value.LowBand
middle = bands_value.MovingAverage
if upper is None or lower is None or middle is None:
return
close = candle.ClosePrice
if self.Position > 0 and close >= middle:
self.SellMarket(self.Position)
elif self.Position < 0 and close <= middle:
self.BuyMarket(Math.Abs(self.Position))
elif self.Position == 0 and close < lower and close > candle.OpenPrice:
self._enter(Sides.Buy, atr_value.GetValue[Decimal](None))
elif self.Position == 0 and close > upper and close < candle.OpenPrice:
self._enter(Sides.Sell, atr_value.GetValue[Decimal](None))
def _enter(self, side, atr):
distance = atr * Decimal(self._atr_multiplier.Value)
if self._stop_distance is None:
self._stop_distance = Unit(distance)
# Cached native controllers retain this Unit across flat-to-position cycles.
self._stop_distance.Value = distance
if not self._protection_started and distance > 0:
self.StartProtection(Unit(), self._stop_distance, useMarketOrders=True, isLocalStop=True)
self._protection_started = True
order = Order()
order.Security = self.Security
order.Portfolio = self.Portfolio
order.Type = OrderTypes.Market
order.Side = side
order.Volume = self.Volume
order.Comment = "Bollinger reversal entry"
self.RegisterOrder(order)
def CreateClone(self):
return bollinger_band_reversal_strategy()