Opening Range Breakout Strategy
The Opening Range Breakout strategy tracks the highest and lowest prices during the first minutes of a trading session. After the range ends, breakout orders are placed beyond the range with a configurable buffer. Targets are derived from a reward-to-risk ratio while stops are set on the opposite side of the range.
Details
- Entry Criteria:
- After the opening range, go long when price closes above the high plus buffer.
- Go short when price closes below the low minus buffer.
- Long/Short: Both
- Exit Criteria:
- Stop and target based on range and reward-to-risk ratio.
- Stops: Yes
- Default Values:
RangeMinutes= 15RewardRisk= 2.0EntryBuffer= 0.0001SessionStart= 08:00
- Filters:
- Category: Breakout
- Direction: Both
- Indicators: None
- Stops: Yes
- Complexity: Low
- Timeframe: Any
- Seasonality: No
- Neural networks: No
- Divergence: No
- Risk level: Medium
namespace StockSharp.Samples.Strategies;
using System;
using System.Collections.Generic;
using Ecng.Common;
using StockSharp.Algo.Indicators;
using StockSharp.Algo.Strategies;
using StockSharp.BusinessEntities;
using StockSharp.Messages;
/// <summary>
/// Opening Range Breakout Strategy.
/// Tracks recent high/low range using BB and trades breakouts.
/// Uses EMA as trend filter to determine direction.
/// </summary>
public class OpeningRangeBreakoutStrategy : Strategy
{
private readonly StrategyParam<DataType> _candleType;
private readonly StrategyParam<int> _bbLength;
private readonly StrategyParam<int> _emaLength;
private readonly StrategyParam<int> _cooldownBars;
private BollingerBands _bb;
private ExponentialMovingAverage _ema;
private int _cooldownRemaining;
private decimal _entryPrice;
public DataType CandleType
{
get => _candleType.Value;
set => _candleType.Value = value;
}
public int BbLength
{
get => _bbLength.Value;
set => _bbLength.Value = value;
}
public int EmaLength
{
get => _emaLength.Value;
set => _emaLength.Value = value;
}
public int CooldownBars
{
get => _cooldownBars.Value;
set => _cooldownBars.Value = value;
}
public OpeningRangeBreakoutStrategy()
{
_candleType = Param(nameof(CandleType), TimeSpan.FromMinutes(30).TimeFrame())
.SetDisplay("Candle Type", "Type of candles to use", "General");
_bbLength = Param(nameof(BbLength), 20)
.SetGreaterThanZero()
.SetDisplay("BB Length", "Bollinger Bands period", "Indicators");
_emaLength = Param(nameof(EmaLength), 50)
.SetGreaterThanZero()
.SetDisplay("EMA Length", "EMA trend filter period", "Indicators");
_cooldownBars = Param(nameof(CooldownBars), 10)
.SetDisplay("Cooldown Bars", "Bars between trades", "Risk");
}
/// <inheritdoc />
public override IEnumerable<(Security sec, DataType dt)> GetWorkingSecurities()
=> [(Security, CandleType)];
/// <inheritdoc />
protected override void OnReseted()
{
base.OnReseted();
_bb = null;
_ema = null;
_cooldownRemaining = 0;
_entryPrice = 0;
}
/// <inheritdoc />
protected override void OnStarted2(DateTime time)
{
base.OnStarted2(time);
_bb = new BollingerBands { Length = BbLength, Width = 2m };
_ema = new ExponentialMovingAverage { Length = EmaLength };
var subscription = SubscribeCandles(CandleType);
subscription
.BindEx(_bb, _ema, OnProcess)
.Start();
var area = CreateChartArea();
if (area != null)
{
DrawCandles(area, subscription);
DrawIndicator(area, _bb);
DrawIndicator(area, _ema);
DrawOwnTrades(area);
}
}
private void OnProcess(ICandleMessage candle, IIndicatorValue bbValue, IIndicatorValue emaValue)
{
if (candle.State != CandleStates.Finished)
return;
if (!_bb.IsFormed || !_ema.IsFormed)
return;
if (bbValue.IsEmpty || emaValue.IsEmpty)
return;
var bb = (BollingerBandsValue)bbValue;
if (bb.UpBand is not decimal upper || bb.LowBand is not decimal lower || bb.MovingAverage is not decimal mid)
return;
var emaVal = emaValue.ToDecimal();
if (!IsFormedAndOnlineAndAllowTrading())
return;
if (_cooldownRemaining > 0)
{
_cooldownRemaining--;
return;
}
var price = candle.ClosePrice;
// Buy: price breaks above upper BB and above EMA (uptrend)
if (price > upper && price > emaVal && Position <= 0)
{
if (Position < 0)
BuyMarket(Math.Abs(Position));
BuyMarket(Volume);
_entryPrice = price;
_cooldownRemaining = CooldownBars;
}
// Sell: price breaks below lower BB and below EMA (downtrend)
else if (price < lower && price < emaVal && Position >= 0)
{
if (Position > 0)
SellMarket(Math.Abs(Position));
SellMarket(Volume);
_entryPrice = price;
_cooldownRemaining = CooldownBars;
}
// Exit long: price returns to mid BB
else if (Position > 0 && price < mid)
{
SellMarket(Math.Abs(Position));
_entryPrice = 0;
_cooldownRemaining = CooldownBars;
}
// Exit short: price returns to mid BB
else if (Position < 0 && price > mid)
{
BuyMarket(Math.Abs(Position));
_entryPrice = 0;
_cooldownRemaining = CooldownBars;
}
}
}
import clr
clr.AddReference("StockSharp.Messages")
clr.AddReference("StockSharp.Algo")
clr.AddReference("StockSharp.Algo.Indicators")
clr.AddReference("StockSharp.Algo.Strategies")
from System import TimeSpan, Math
from StockSharp.Messages import DataType, CandleStates
from StockSharp.Algo.Indicators import BollingerBands, ExponentialMovingAverage, IndicatorHelper
from StockSharp.Algo.Strategies import Strategy
class opening_range_breakout_strategy(Strategy):
"""Opening Range Breakout Strategy."""
def __init__(self):
super(opening_range_breakout_strategy, self).__init__()
self._candle_type = self.Param("CandleType", DataType.TimeFrame(TimeSpan.FromMinutes(30))) \
.SetDisplay("Candle Type", "Type of candles to use", "General")
self._bb_length = self.Param("BbLength", 20) \
.SetDisplay("BB Length", "Bollinger Bands period", "Indicators")
self._ema_length = self.Param("EmaLength", 50) \
.SetDisplay("EMA Length", "EMA trend filter period", "Indicators")
self._cooldown_bars = self.Param("CooldownBars", 10) \
.SetDisplay("Cooldown Bars", "Bars between trades", "Risk")
self._bb = None
self._ema = None
self._cooldown_remaining = 0
self._entry_price = 0.0
@property
def candle_type(self):
return self._candle_type.Value
def OnReseted(self):
super(opening_range_breakout_strategy, self).OnReseted()
self._bb = None
self._ema = None
self._cooldown_remaining = 0
self._entry_price = 0.0
def OnStarted2(self, time):
super(opening_range_breakout_strategy, self).OnStarted2(time)
self._bb = BollingerBands()
self._bb.Length = int(self._bb_length.Value)
self._bb.Width = 2.0
self._ema = ExponentialMovingAverage()
self._ema.Length = int(self._ema_length.Value)
subscription = self.SubscribeCandles(self.candle_type)
subscription.BindEx(self._bb, self._ema, self._on_process).Start()
area = self.CreateChartArea()
if area is not None:
self.DrawCandles(area, subscription)
self.DrawIndicator(area, self._bb)
self.DrawIndicator(area, self._ema)
self.DrawOwnTrades(area)
def _on_process(self, candle, bb_value, ema_value):
if candle.State != CandleStates.Finished:
return
if not self._bb.IsFormed or not self._ema.IsFormed:
return
if bb_value.IsEmpty or ema_value.IsEmpty:
return
if bb_value.UpBand is None or bb_value.LowBand is None or bb_value.MovingAverage is None:
return
upper = float(bb_value.UpBand)
lower = float(bb_value.LowBand)
mid = float(bb_value.MovingAverage)
ema_val = float(IndicatorHelper.ToDecimal(ema_value))
if not self.IsFormedAndOnlineAndAllowTrading():
return
if self._cooldown_remaining > 0:
self._cooldown_remaining -= 1
return
price = float(candle.ClosePrice)
cooldown = int(self._cooldown_bars.Value)
if price > upper and price > ema_val and self.Position <= 0:
if self.Position < 0:
self.BuyMarket(Math.Abs(self.Position))
self.BuyMarket(self.Volume)
self._entry_price = price
self._cooldown_remaining = cooldown
elif price < lower and price < ema_val and self.Position >= 0:
if self.Position > 0:
self.SellMarket(Math.Abs(self.Position))
self.SellMarket(self.Volume)
self._entry_price = price
self._cooldown_remaining = cooldown
elif self.Position > 0 and price < mid:
self.SellMarket(Math.Abs(self.Position))
self._entry_price = 0.0
self._cooldown_remaining = cooldown
elif self.Position < 0 and price > mid:
self.BuyMarket(Math.Abs(self.Position))
self._entry_price = 0.0
self._cooldown_remaining = cooldown
def CreateClone(self):
return opening_range_breakout_strategy()