EMA Moving Away
EMA Moving Away tracks how far price drifts from an exponential moving average. When a sequence of candles pushes a set percentage away from the EMA, the strategy bets on a snap back to the mean.
The setup focuses on the long side: after an extended bearish move drives price
below the EMA by MovingAwayPercent, a position is opened. Body‑size and streak
filters can be added to ensure the move is stretched rather than noisy. A
percentage stop‑loss protects capital if the reversion fails.
Details
- Data: Price candles.
- Entry Criteria:
- Long: Close below EMA by
MovingAwayPercentwith required streak/size filters. - Short: not used.
- Long: Close below EMA by
- Exit Criteria: Return to EMA or stop‑loss hit.
- Stops: Percentage stop based on
StopLossPercent. - Default Values:
EmaLength= 55MovingAwayPercent= 2.0StopLossPercent= 2.0
- Filters:
- Category: Mean reversion
- Direction: Long only
- Indicators: EMA
- Complexity: Moderate
- 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>
/// EMA Moving Away Strategy.
/// Buys when price moves too far below EMA (mean reversion).
/// Sells when price moves too far above EMA.
/// Exits when price returns to EMA.
/// </summary>
public class EmaMovingAwayStrategy : Strategy
{
private readonly StrategyParam<DataType> _candleTypeParam;
private readonly StrategyParam<int> _emaLength;
private readonly StrategyParam<decimal> _movingAwayPercent;
private readonly StrategyParam<int> _cooldownBars;
private ExponentialMovingAverage _ema;
private int _cooldownRemaining;
public EmaMovingAwayStrategy()
{
_candleTypeParam = Param(nameof(CandleType), TimeSpan.FromMinutes(15).TimeFrame())
.SetDisplay("Candle type", "Candle type for strategy calculation.", "General");
_emaLength = Param(nameof(EmaLength), 55)
.SetGreaterThanZero()
.SetDisplay("EMA Length", "EMA period", "Moving Average");
_movingAwayPercent = Param(nameof(MovingAwayPercent), 1.5m)
.SetDisplay("Moving away (%)", "Required percentage that price moves away from EMA", "Strategy");
_cooldownBars = Param(nameof(CooldownBars), 10)
.SetDisplay("Cooldown Bars", "Bars to wait between trades", "Risk");
}
public DataType CandleType
{
get => _candleTypeParam.Value;
set => _candleTypeParam.Value = value;
}
public int EmaLength
{
get => _emaLength.Value;
set => _emaLength.Value = value;
}
public decimal MovingAwayPercent
{
get => _movingAwayPercent.Value;
set => _movingAwayPercent.Value = value;
}
public int CooldownBars
{
get => _cooldownBars.Value;
set => _cooldownBars.Value = value;
}
/// <inheritdoc />
public override IEnumerable<(Security sec, DataType dt)> GetWorkingSecurities()
=> [(Security, CandleType)];
/// <inheritdoc />
protected override void OnReseted()
{
base.OnReseted();
_ema = null;
_cooldownRemaining = 0;
}
/// <inheritdoc />
protected override void OnStarted2(DateTime time)
{
base.OnStarted2(time);
_ema = new ExponentialMovingAverage { Length = EmaLength };
var subscription = SubscribeCandles(CandleType);
subscription
.Bind(_ema, OnProcess)
.Start();
var area = CreateChartArea();
if (area != null)
{
DrawCandles(area, subscription);
DrawIndicator(area, _ema);
DrawOwnTrades(area);
}
}
private void OnProcess(ICandleMessage candle, decimal emaValue)
{
if (candle.State != CandleStates.Finished)
return;
if (!_ema.IsFormed)
return;
if (!IsFormedAndOnlineAndAllowTrading())
return;
if (_cooldownRemaining > 0)
{
_cooldownRemaining--;
return;
}
var close = candle.ClosePrice;
// Calculate entry zones
var longEntryLevel = emaValue * (1 - MovingAwayPercent / 100);
var shortEntryLevel = emaValue * (1 + MovingAwayPercent / 100);
// Exit conditions - price returns to EMA
if (Position > 0 && close >= emaValue)
{
SellMarket(Math.Abs(Position));
_cooldownRemaining = CooldownBars;
return;
}
else if (Position < 0 && close <= emaValue)
{
BuyMarket(Math.Abs(Position));
_cooldownRemaining = CooldownBars;
return;
}
// Entry: price far below EMA - buy (mean reversion)
if (close <= longEntryLevel && Position <= 0)
{
if (Position < 0)
BuyMarket(Math.Abs(Position));
BuyMarket(Volume);
_cooldownRemaining = CooldownBars;
}
// Entry: price far above EMA - sell (mean reversion)
else if (close >= shortEntryLevel && Position >= 0)
{
if (Position > 0)
SellMarket(Math.Abs(Position));
SellMarket(Volume);
_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 ExponentialMovingAverage
from StockSharp.Algo.Strategies import Strategy
class ema_moving_away_strategy(Strategy):
"""EMA Moving Away Strategy - mean reversion from EMA."""
def __init__(self):
super(ema_moving_away_strategy, self).__init__()
self._candle_type = self.Param("CandleType", DataType.TimeFrame(TimeSpan.FromMinutes(15))) \
.SetDisplay("Candle type", "Candle type for strategy calculation.", "General")
self._ema_length = self.Param("EmaLength", 55) \
.SetDisplay("EMA Length", "EMA period", "Moving Average")
self._moving_away_pct = self.Param("MovingAwayPercent", 1.5) \
.SetDisplay("Moving away (%)", "Required percentage that price moves away from EMA", "Strategy")
self._cooldown_bars = self.Param("CooldownBars", 10) \
.SetDisplay("Cooldown Bars", "Bars to wait between trades", "Risk")
self._ema = None
self._cooldown_remaining = 0
@property
def candle_type(self):
return self._candle_type.Value
def OnReseted(self):
super(ema_moving_away_strategy, self).OnReseted()
self._ema = None
self._cooldown_remaining = 0
def OnStarted2(self, time):
super(ema_moving_away_strategy, self).OnStarted2(time)
self._ema = ExponentialMovingAverage()
self._ema.Length = int(self._ema_length.Value)
subscription = self.SubscribeCandles(self.candle_type)
subscription.Bind(self._ema, self._on_process).Start()
area = self.CreateChartArea()
if area is not None:
self.DrawCandles(area, subscription)
self.DrawIndicator(area, self._ema)
self.DrawOwnTrades(area)
def _on_process(self, candle, ema_val):
if candle.State != CandleStates.Finished:
return
if not self._ema.IsFormed:
return
if not self.IsFormedAndOnlineAndAllowTrading():
return
if self._cooldown_remaining > 0:
self._cooldown_remaining -= 1
return
close = float(candle.ClosePrice)
ev = float(ema_val)
pct = float(self._moving_away_pct.Value)
cooldown = int(self._cooldown_bars.Value)
long_entry = ev * (1.0 - pct / 100.0)
short_entry = ev * (1.0 + pct / 100.0)
if self.Position > 0 and close >= ev:
self.SellMarket(Math.Abs(self.Position))
self._cooldown_remaining = cooldown
return
elif self.Position < 0 and close <= ev:
self.BuyMarket(Math.Abs(self.Position))
self._cooldown_remaining = cooldown
return
if close <= long_entry and self.Position <= 0:
if self.Position < 0:
self.BuyMarket(Math.Abs(self.Position))
self.BuyMarket(self.Volume)
self._cooldown_remaining = cooldown
elif close >= short_entry and self.Position >= 0:
if self.Position > 0:
self.SellMarket(Math.Abs(self.Position))
self.SellMarket(self.Volume)
self._cooldown_remaining = cooldown
def CreateClone(self):
return ema_moving_away_strategy()