High Low MA Breakout
Price action strategy that enters long when price closes above a moving average of highs and enters short when price closes below a moving average of lows. Positions are managed with optional take profit and stop loss levels.
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>
/// Strategy based on price crossing moving averages of highs and lows.
/// Buys when price closes above the high-based moving average and sells when closing below the low-based moving average.
/// </summary>
public class HighLowMaBreakoutStrategy : Strategy
{
private readonly StrategyParam<int> _maHighPeriod;
private readonly StrategyParam<int> _maLowPeriod;
private readonly StrategyParam<DataType> _candleType;
private decimal _prevMaHigh;
private decimal _prevMaLow;
private decimal _prevClose;
private bool _hasPrev;
public int MaHighPeriod { get => _maHighPeriod.Value; set => _maHighPeriod.Value = value; }
public int MaLowPeriod { get => _maLowPeriod.Value; set => _maLowPeriod.Value = value; }
public DataType CandleType { get => _candleType.Value; set => _candleType.Value = value; }
public HighLowMaBreakoutStrategy()
{
_maHighPeriod = Param(nameof(MaHighPeriod), 14)
.SetGreaterThanZero()
.SetDisplay("High MA Period", "Period of high price MA", "Parameters");
_maLowPeriod = Param(nameof(MaLowPeriod), 10)
.SetGreaterThanZero()
.SetDisplay("Low MA Period", "Period of low price MA", "Parameters");
_candleType = Param(nameof(CandleType), TimeSpan.FromHours(4).TimeFrame())
.SetDisplay("Candle Type", "Type of candles", "General");
}
public override IEnumerable<(Security sec, DataType dt)> GetWorkingSecurities()
=> [(Security, CandleType)];
protected override void OnReseted()
{
base.OnReseted();
_prevMaHigh = 0;
_prevMaLow = 0;
_prevClose = 0;
_hasPrev = false;
}
protected override void OnStarted2(DateTime time)
{
base.OnStarted2(time);
var maHigh = new SimpleMovingAverage { Length = MaHighPeriod };
var maLow = new SimpleMovingAverage { Length = MaLowPeriod };
SubscribeCandles(CandleType).Bind(maHigh, maLow, ProcessCandle).Start();
}
private void ProcessCandle(ICandleMessage candle, decimal maHigh, decimal maLow)
{
if (candle.State != CandleStates.Finished) return;
var close = candle.ClosePrice;
if (!_hasPrev)
{
_prevClose = close;
_prevMaHigh = maHigh;
_prevMaLow = maLow;
_hasPrev = true;
return;
}
// Cross above high MA => buy
if (_prevClose <= _prevMaHigh && close > maHigh && Position <= 0)
{
if (Position < 0) BuyMarket();
BuyMarket();
}
// Cross below low MA => sell
else if (_prevClose >= _prevMaLow && close < maLow && Position >= 0)
{
if (Position > 0) SellMarket();
SellMarket();
}
_prevClose = close;
_prevMaHigh = maHigh;
_prevMaLow = maLow;
}
}
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
from StockSharp.Algo.Strategies import Strategy
class high_low_ma_breakout_strategy(Strategy):
def __init__(self):
super(high_low_ma_breakout_strategy, self).__init__()
self._ma_high_period = self.Param("MaHighPeriod", 14) \
.SetDisplay("High MA Period", "Period of high price MA", "Parameters")
self._ma_low_period = self.Param("MaLowPeriod", 10) \
.SetDisplay("Low MA Period", "Period of low price MA", "Parameters")
self._candle_type = self.Param("CandleType", DataType.TimeFrame(TimeSpan.FromHours(4))) \
.SetDisplay("Candle Type", "Type of candles", "General")
self._prev_ma_high = 0.0
self._prev_ma_low = 0.0
self._prev_close = 0.0
self._has_prev = False
@property
def ma_high_period(self):
return self._ma_high_period.Value
@property
def ma_low_period(self):
return self._ma_low_period.Value
@property
def candle_type(self):
return self._candle_type.Value
def OnReseted(self):
super(high_low_ma_breakout_strategy, self).OnReseted()
self._prev_ma_high = 0.0
self._prev_ma_low = 0.0
self._prev_close = 0.0
self._has_prev = False
def OnStarted2(self, time):
super(high_low_ma_breakout_strategy, self).OnStarted2(time)
ma_high = SimpleMovingAverage()
ma_high.Length = self.ma_high_period
ma_low = SimpleMovingAverage()
ma_low.Length = self.ma_low_period
subscription = self.SubscribeCandles(self.candle_type)
subscription.Bind(ma_high, ma_low, self.on_process).Start()
area = self.CreateChartArea()
if area is not None:
self.DrawCandles(area, subscription)
self.DrawOwnTrades(area)
def on_process(self, candle, ma_high, ma_low):
if candle.State != CandleStates.Finished:
return
close = candle.ClosePrice
if not self._has_prev:
self._prev_close = close
self._prev_ma_high = ma_high
self._prev_ma_low = ma_low
self._has_prev = True
return
# Cross above high MA => buy
if self._prev_close <= self._prev_ma_high and close > ma_high and self.Position <= 0:
if self.Position < 0:
self.BuyMarket()
self.BuyMarket()
# Cross below low MA => sell
elif self._prev_close >= self._prev_ma_low and close < ma_low and self.Position >= 0:
if self.Position > 0:
self.SellMarket()
self.SellMarket()
self._prev_close = close
self._prev_ma_high = ma_high
self._prev_ma_low = ma_low
def CreateClone(self):
return high_low_ma_breakout_strategy()