EMA WPR Trend Strategy
Strategy combining an EMA trend filter with Williams %R signals. Buys at oversold levels and sells at overbought levels. A retracement threshold prevents consecutive entries. Optional exits close trades on opposite Williams %R extremes or after several unprofitable bars.
Details
- Entry Criteria:
- Long: Williams %R <= -100 and EMA trend up
- Short: Williams %R >= 0 and EMA trend down
- Long/Short: Both
- Exit Criteria:
- Williams %R crosses opposite extreme when
UseWprExitis enabled - Position stays unprofitable for
MaxUnprofitBarsbars whenUseUnprofitExitis enabled
- Williams %R crosses opposite extreme when
- Stops: No
- Default Values:
WprPeriod= 46WprRetracement= 30EmaPeriod= 144BarsInTrend= 1MaxUnprofitBars= 5
- Filters:
- Category: Mean Reversion
- Direction: Both
- Indicators: EMA, Williams %R
- Stops: No
- Complexity: Intermediate
- Timeframe: Intraday
- Seasonality: No
- Neural networks: No
- Divergence: No
- Risk level: Medium
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 combining EMA trend filter with Williams %R signals.
/// Buys at oversold levels and sells at overbought levels.
/// </summary>
public class EmaWprTrendStrategy : Strategy
{
private readonly StrategyParam<int> _emaPeriod;
private readonly StrategyParam<int> _wprPeriod;
private readonly StrategyParam<decimal> _wprRetracement;
private readonly StrategyParam<DataType> _candleType;
private bool _buyAllowed;
private bool _sellAllowed;
private decimal _entryPrice;
private decimal _prevEma;
private bool _hasPrevEma;
private int _trendCounter;
public int EmaPeriod
{
get => _emaPeriod.Value;
set => _emaPeriod.Value = value;
}
public int WprPeriod
{
get => _wprPeriod.Value;
set => _wprPeriod.Value = value;
}
public decimal WprRetracement
{
get => _wprRetracement.Value;
set => _wprRetracement.Value = value;
}
public DataType CandleType
{
get => _candleType.Value;
set => _candleType.Value = value;
}
public EmaWprTrendStrategy()
{
_emaPeriod = Param(nameof(EmaPeriod), 50)
.SetGreaterThanZero()
.SetDisplay("EMA Period", "Period for EMA", "Indicators");
_wprPeriod = Param(nameof(WprPeriod), 14)
.SetGreaterThanZero()
.SetDisplay("WPR Period", "%R length", "Indicators");
_wprRetracement = Param(nameof(WprRetracement), 30m)
.SetNotNegative()
.SetDisplay("WPR Retracement", "Retracement for next trade", "Signals");
_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();
_buyAllowed = true;
_sellAllowed = true;
_entryPrice = 0;
_prevEma = 0;
_hasPrevEma = false;
_trendCounter = 0;
}
protected override void OnStarted2(DateTime time)
{
base.OnStarted2(time);
var ema = new ExponentialMovingAverage { Length = EmaPeriod };
var wpr = new WilliamsR { Length = WprPeriod };
var subscription = SubscribeCandles(CandleType);
subscription.Bind(ema, wpr, ProcessCandle).Start();
var area = CreateChartArea();
if (area != null)
{
DrawCandles(area, subscription);
DrawIndicator(area, ema);
DrawOwnTrades(area);
}
}
private void ProcessCandle(ICandleMessage candle, decimal emaValue, decimal wprValue)
{
if (candle.State != CandleStates.Finished)
return;
// Update trend
if (_hasPrevEma)
{
if (emaValue > _prevEma)
_trendCounter = Math.Min(_trendCounter + 1, 1);
else if (emaValue < _prevEma)
_trendCounter = Math.Max(_trendCounter - 1, -1);
else
_trendCounter = 0;
}
_prevEma = emaValue;
_hasPrevEma = true;
var price = candle.ClosePrice;
// Exit: WPR at opposite extreme
if (Position > 0 && wprValue >= -20)
{
SellMarket();
_entryPrice = 0;
}
else if (Position < 0 && wprValue <= -80)
{
BuyMarket();
_entryPrice = 0;
}
// Retracement flags
if (wprValue > -100 + WprRetracement)
_buyAllowed = true;
if (wprValue < 0 - WprRetracement)
_sellAllowed = true;
var trendUp = _trendCounter >= 1;
var trendDown = _trendCounter <= -1;
if (Position <= 0 && _buyAllowed && wprValue <= -80 && trendUp)
{
BuyMarket();
_entryPrice = price;
_buyAllowed = false;
}
else if (Position >= 0 && _sellAllowed && wprValue >= -20 && trendDown)
{
SellMarket();
_entryPrice = price;
_sellAllowed = false;
}
}
}
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, WilliamsR
from StockSharp.Algo.Strategies import Strategy
class ema_wpr_trend_strategy(Strategy):
def __init__(self):
super(ema_wpr_trend_strategy, self).__init__()
self._ema_period = self.Param("EmaPeriod", 50) \
.SetDisplay("EMA Period", "Period for EMA", "Indicators")
self._wpr_period = self.Param("WprPeriod", 14) \
.SetDisplay("WPR Period", "%R length", "Indicators")
self._wpr_retracement = self.Param("WprRetracement", 30.0) \
.SetDisplay("WPR Retracement", "Retracement for next trade", "Signals")
self._candle_type = self.Param("CandleType", DataType.TimeFrame(TimeSpan.FromHours(4))) \
.SetDisplay("Candle Type", "Type of candles", "General")
self._buy_allowed = True
self._sell_allowed = True
self._entry_price = 0.0
self._prev_ema = 0.0
self._has_prev_ema = False
self._trend_counter = 0
@property
def ema_period(self):
return self._ema_period.Value
@property
def wpr_period(self):
return self._wpr_period.Value
@property
def wpr_retracement(self):
return self._wpr_retracement.Value
@property
def candle_type(self):
return self._candle_type.Value
def OnReseted(self):
super(ema_wpr_trend_strategy, self).OnReseted()
self._buy_allowed = True
self._sell_allowed = True
self._entry_price = 0.0
self._prev_ema = 0.0
self._has_prev_ema = False
self._trend_counter = 0
def OnStarted2(self, time):
super(ema_wpr_trend_strategy, self).OnStarted2(time)
ema = ExponentialMovingAverage()
ema.Length = self.ema_period
wpr = WilliamsR()
wpr.Length = self.wpr_period
subscription = self.SubscribeCandles(self.candle_type)
subscription.Bind(ema, wpr, self.on_process).Start()
area = self.CreateChartArea()
if area is not None:
self.DrawCandles(area, subscription)
self.DrawIndicator(area, ema)
self.DrawOwnTrades(area)
def on_process(self, candle, ema_value, wpr_value):
if candle.State != CandleStates.Finished:
return
# Update trend
if self._has_prev_ema:
if ema_value > self._prev_ema:
self._trend_counter = min(self._trend_counter + 1, 1)
elif ema_value < self._prev_ema:
self._trend_counter = max(self._trend_counter - 1, -1)
else:
self._trend_counter = 0
self._prev_ema = ema_value
self._has_prev_ema = True
price = candle.ClosePrice
# Exit: WPR at opposite extreme
if self.Position > 0 and wpr_value >= -20:
self.SellMarket()
self._entry_price = 0
elif self.Position < 0 and wpr_value <= -80:
self.BuyMarket()
self._entry_price = 0
# Retracement flags
if wpr_value > -100 + self.wpr_retracement:
self._buy_allowed = True
if wpr_value < 0 - self.wpr_retracement:
self._sell_allowed = True
trend_up = self._trend_counter >= 1
trend_down = self._trend_counter <= -1
if self.Position <= 0 and self._buy_allowed and wpr_value <= -80 and trend_up:
self.BuyMarket()
self._entry_price = price
self._buy_allowed = False
elif self.Position >= 0 and self._sell_allowed and wpr_value >= -20 and trend_down:
self.SellMarket()
self._entry_price = price
self._sell_allowed = False
def CreateClone(self):
return ema_wpr_trend_strategy()