Multi-Band Comparison
Multi-Band Comparison uses SMA, standard deviation and price quantile bands. The strategy goes long when price closes above the upper quantile minus standard deviation for a defined number of bars and exits when price falls below that level for a set number of bars.
Details
- Data: Price candles.
- Entry Criteria:
- Long: Close above (upper quantile - std dev) for
EntryConfirmBarsbars.
- Long: Close above (upper quantile - std dev) for
- Exit Criteria: Close below that line for
ExitConfirmBarsbars. - Stops: None.
- Default Values:
Length= 20BollingerMultiplier= 1UpperQuantile= 0.95EntryConfirmBars= 1ExitConfirmBars= 1
- Filters:
- Category: Statistical
- Direction: Long
- Indicators: SMA, Standard Deviation
- Complexity: Medium
- Risk level: Medium
namespace StockSharp.Samples.Strategies;
using System;
using System.Collections.Generic;
using StockSharp.Algo.Indicators;
using StockSharp.Algo.Strategies;
using StockSharp.BusinessEntities;
using StockSharp.Messages;
/// <summary>
/// Multi-band comparison strategy that enters on an upper volatility band breakout
/// and exits on a return to the middle band.
/// </summary>
public class MultiBandComparisonStrategy : Strategy
{
private readonly StrategyParam<DataType> _candleType;
private readonly StrategyParam<int> _length;
private readonly StrategyParam<decimal> _bollingerMultiplier;
private readonly StrategyParam<int> _entryConfirmBars;
private readonly StrategyParam<int> _exitConfirmBars;
private readonly StrategyParam<int> _signalCooldownBars;
private int _entryCounter;
private int _exitCounter;
private int _cooldownRemaining;
private bool _wasAboveEntryLevel;
/// <summary>
/// Candle type for strategy calculation.
/// </summary>
public DataType CandleType
{
get => _candleType.Value;
set => _candleType.Value = value;
}
/// <summary>
/// SMA period.
/// </summary>
public int Length
{
get => _length.Value;
set => _length.Value = value;
}
/// <summary>
/// Volatility multiplier used for the breakout band.
/// </summary>
public decimal BollingerMultiplier
{
get => _bollingerMultiplier.Value;
set => _bollingerMultiplier.Value = value;
}
/// <summary>
/// Bars required for entry confirmation.
/// </summary>
public int EntryConfirmBars
{
get => _entryConfirmBars.Value;
set => _entryConfirmBars.Value = value;
}
/// <summary>
/// Bars required for exit confirmation.
/// </summary>
public int ExitConfirmBars
{
get => _exitConfirmBars.Value;
set => _exitConfirmBars.Value = value;
}
/// <summary>
/// Bars to wait before accepting a new signal.
/// </summary>
public int SignalCooldownBars
{
get => _signalCooldownBars.Value;
set => _signalCooldownBars.Value = value;
}
/// <summary>
/// Constructor.
/// </summary>
public MultiBandComparisonStrategy()
{
_candleType = Param(nameof(CandleType), TimeSpan.FromMinutes(5).TimeFrame())
.SetDisplay("Candle Type", "Type of candles", "General");
_length = Param(nameof(Length), 40)
.SetDisplay("Length", "SMA period", "Bands")
.SetGreaterThanZero();
_bollingerMultiplier = Param(nameof(BollingerMultiplier), 1.1m)
.SetDisplay("BB Mult", "Volatility multiplier for the breakout band", "Bands")
.SetGreaterThanZero();
_entryConfirmBars = Param(nameof(EntryConfirmBars), 1)
.SetDisplay("Entry Confirm Bars", "Bars for entry confirmation", "Trading")
.SetGreaterThanZero();
_exitConfirmBars = Param(nameof(ExitConfirmBars), 1)
.SetDisplay("Exit Confirm Bars", "Bars for exit confirmation", "Trading")
.SetGreaterThanZero();
_signalCooldownBars = Param(nameof(SignalCooldownBars), 8)
.SetDisplay("Signal Cooldown", "Bars to wait before accepting a new signal", "Trading")
.SetGreaterThanZero();
}
/// <inheritdoc />
public override IEnumerable<(Security sec, DataType dt)> GetWorkingSecurities()
{
return [(Security, CandleType)];
}
/// <inheritdoc />
protected override void OnReseted()
{
base.OnReseted();
_entryCounter = 0;
_exitCounter = 0;
_cooldownRemaining = 0;
_wasAboveEntryLevel = false;
}
/// <inheritdoc />
protected override void OnStarted2(DateTime time)
{
base.OnStarted2(time);
var sma = new SMA { Length = Length };
var std = new StandardDeviation { Length = Length };
var subscription = SubscribeCandles(CandleType);
subscription
.Bind(sma, std, ProcessCandle)
.Start();
var area = CreateChartArea();
if (area != null)
{
DrawCandles(area, subscription);
DrawIndicator(area, sma);
DrawOwnTrades(area);
}
}
private void ProcessCandle(ICandleMessage candle, decimal smaValue, decimal stdValue)
{
if (candle.State != CandleStates.Finished)
return;
if (!IsFormedAndOnlineAndAllowTrading())
return;
if (_cooldownRemaining > 0)
_cooldownRemaining--;
if (stdValue <= 0m)
return;
var entryLevel = smaValue + stdValue * BollingerMultiplier;
var exitLevel = smaValue;
var isAboveEntryLevel = candle.ClosePrice > entryLevel;
var crossedUp = !_wasAboveEntryLevel && isAboveEntryLevel;
var crossedDown = _wasAboveEntryLevel && candle.ClosePrice < exitLevel;
_entryCounter = crossedUp ? _entryCounter + 1 : 0;
_exitCounter = crossedDown ? _exitCounter + 1 : 0;
if (Position <= 0 && _cooldownRemaining == 0 && _entryCounter >= EntryConfirmBars)
{
BuyMarket();
_entryCounter = 0;
_cooldownRemaining = SignalCooldownBars;
}
else if (Position > 0 && _exitCounter >= ExitConfirmBars)
{
SellMarket(Position);
_exitCounter = 0;
_cooldownRemaining = SignalCooldownBars;
}
_wasAboveEntryLevel = isAboveEntryLevel;
}
}
import clr
clr.AddReference("StockSharp.Messages")
clr.AddReference("StockSharp.Algo")
clr.AddReference("StockSharp.Algo.Indicators")
clr.AddReference("StockSharp.Algo.Strategies")
from System import TimeSpan
from StockSharp.Messages import DataType, CandleStates
from StockSharp.Algo.Indicators import SimpleMovingAverage, StandardDeviation
from StockSharp.Algo.Strategies import Strategy
class multi_band_comparison_strategy(Strategy):
def __init__(self):
super(multi_band_comparison_strategy, self).__init__()
self._candle_type = self.Param("CandleType", DataType.TimeFrame(TimeSpan.FromMinutes(5))) \
.SetDisplay("Candle Type", "Type of candles", "General")
self._length = self.Param("Length", 40) \
.SetDisplay("Length", "SMA period", "Bands") \
.SetGreaterThanZero()
self._bollinger_multiplier = self.Param("BollingerMultiplier", 1.1) \
.SetDisplay("BB Mult", "Volatility multiplier for the breakout band", "Bands") \
.SetGreaterThanZero()
self._entry_confirm_bars = self.Param("EntryConfirmBars", 1) \
.SetDisplay("Entry Confirm Bars", "Bars for entry confirmation", "Trading") \
.SetGreaterThanZero()
self._exit_confirm_bars = self.Param("ExitConfirmBars", 1) \
.SetDisplay("Exit Confirm Bars", "Bars for exit confirmation", "Trading") \
.SetGreaterThanZero()
self._signal_cooldown_bars = self.Param("SignalCooldownBars", 8) \
.SetDisplay("Signal Cooldown", "Bars to wait before accepting a new signal", "Trading") \
.SetGreaterThanZero()
self._entry_counter = 0
self._exit_counter = 0
self._cooldown_remaining = 0
self._was_above_entry_level = False
@property
def candle_type(self):
return self._candle_type.Value
@candle_type.setter
def candle_type(self, value):
self._candle_type.Value = value
def OnReseted(self):
super(multi_band_comparison_strategy, self).OnReseted()
self._entry_counter = 0
self._exit_counter = 0
self._cooldown_remaining = 0
self._was_above_entry_level = False
def OnStarted2(self, time):
super(multi_band_comparison_strategy, self).OnStarted2(time)
self._entry_counter = 0
self._exit_counter = 0
self._cooldown_remaining = 0
self._was_above_entry_level = False
self._sma = SimpleMovingAverage()
self._sma.Length = self._length.Value
self._std = StandardDeviation()
self._std.Length = self._length.Value
subscription = self.SubscribeCandles(self.candle_type)
subscription.Bind(self._sma, self._std, self.OnProcess).Start()
def OnProcess(self, candle, sma_value, std_value):
if candle.State != CandleStates.Finished:
return
sv = float(sma_value)
sdv = float(std_value)
if self._cooldown_remaining > 0:
self._cooldown_remaining -= 1
if sdv <= 0.0:
return
bm = float(self._bollinger_multiplier.Value)
entry_level = sv + sdv * bm
exit_level = sv
close = float(candle.ClosePrice)
is_above_entry_level = close > entry_level
crossed_up = not self._was_above_entry_level and is_above_entry_level
crossed_down = self._was_above_entry_level and close < exit_level
self._entry_counter = self._entry_counter + 1 if crossed_up else 0
self._exit_counter = self._exit_counter + 1 if crossed_down else 0
ecb = self._entry_confirm_bars.Value
xcb = self._exit_confirm_bars.Value
scb = self._signal_cooldown_bars.Value
if self.Position <= 0 and self._cooldown_remaining == 0 and self._entry_counter >= ecb:
self.BuyMarket()
self._entry_counter = 0
self._cooldown_remaining = scb
elif self.Position > 0 and self._exit_counter >= xcb:
self.SellMarket()
self._exit_counter = 0
self._cooldown_remaining = scb
self._was_above_entry_level = is_above_entry_level
def CreateClone(self):
return multi_band_comparison_strategy()