Average Force Strategy
The Average Force strategy uses an oscillator that measures where the close lies within the highest high and lowest low of a lookback period and smooths the result with a moving average. Positive values signal upward pressure while negative values show downward force.
The strategy goes long when the smoothed Average Force value is above zero and goes short when it is below zero.
Details
- Entry Criteria:
- Average Force > 0 → Buy.
- Average Force < 0 → Sell.
- Long/Short: Both long and short positions.
- Exit Criteria:
- Position reverses when Average Force crosses zero in the opposite direction.
- Stops: None.
- Default Values:
Period= 18Smooth= 6
- Filters:
- Category: Momentum
- Direction: Both
- Indicators: Highest, Lowest, SMA
- Stops: No
- Complexity: Low
- Timeframe: Any
- Seasonality: No
- Neural networks: No
- Divergence: No
- Risk level: Low
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>
/// Average Force strategy.
/// Uses EMA crossover as trend signal with cooldown between trades.
/// </summary>
public class AverageForceStrategy : Strategy
{
private readonly StrategyParam<int> _fastLength;
private readonly StrategyParam<int> _slowLength;
private readonly StrategyParam<int> _cooldownBars;
private readonly StrategyParam<DataType> _candleType;
private decimal _prevFast;
private decimal _prevSlow;
private int _barIndex;
private int _lastTradeBar;
/// <summary>
/// Fast EMA period.
/// </summary>
public int FastLength
{
get => _fastLength.Value;
set => _fastLength.Value = value;
}
/// <summary>
/// Slow EMA period.
/// </summary>
public int SlowLength
{
get => _slowLength.Value;
set => _slowLength.Value = value;
}
/// <summary>
/// Cooldown bars between trades.
/// </summary>
public int CooldownBars
{
get => _cooldownBars.Value;
set => _cooldownBars.Value = value;
}
/// <summary>
/// Candle type.
/// </summary>
public DataType CandleType
{
get => _candleType.Value;
set => _candleType.Value = value;
}
/// <summary>
/// Constructor.
/// </summary>
public AverageForceStrategy()
{
_fastLength = Param(nameof(FastLength), 18)
.SetGreaterThanZero()
.SetDisplay("Fast EMA", "Fast EMA period", "Indicators");
_slowLength = Param(nameof(SlowLength), 50)
.SetGreaterThanZero()
.SetDisplay("Slow EMA", "Slow EMA period", "Indicators");
_cooldownBars = Param(nameof(CooldownBars), 350)
.SetDisplay("Cooldown Bars", "Bars between trades", "Trading");
_candleType = Param(nameof(CandleType), TimeSpan.FromMinutes(1).TimeFrame())
.SetDisplay("Candle Type", "Type of candles", "General");
}
/// <inheritdoc />
public override IEnumerable<(Security sec, DataType dt)> GetWorkingSecurities()
{
return [(Security, CandleType)];
}
/// <inheritdoc />
protected override void OnReseted()
{
base.OnReseted();
_prevFast = 0;
_prevSlow = 0;
_barIndex = 0;
_lastTradeBar = 0;
}
/// <inheritdoc />
protected override void OnStarted2(DateTime time)
{
base.OnStarted2(time);
var fastEma = new ExponentialMovingAverage { Length = FastLength };
var slowEma = new ExponentialMovingAverage { Length = SlowLength };
var subscription = SubscribeCandles(CandleType);
subscription
.Bind(fastEma, slowEma, ProcessCandle)
.Start();
var area = CreateChartArea();
if (area != null)
{
DrawCandles(area, subscription);
DrawIndicator(area, fastEma);
DrawIndicator(area, slowEma);
DrawOwnTrades(area);
}
}
private void ProcessCandle(ICandleMessage candle, decimal fastValue, decimal slowValue)
{
if (candle.State != CandleStates.Finished)
return;
_barIndex++;
var cooldownOk = _barIndex - _lastTradeBar > CooldownBars;
var crossUp = _prevFast > 0 && _prevFast <= _prevSlow && fastValue > slowValue;
var crossDown = _prevFast > 0 && _prevFast >= _prevSlow && fastValue < slowValue;
if (crossUp && Position <= 0 && cooldownOk)
{
BuyMarket();
_lastTradeBar = _barIndex;
}
else if (crossDown && Position >= 0 && cooldownOk)
{
SellMarket();
_lastTradeBar = _barIndex;
}
_prevFast = fastValue;
_prevSlow = slowValue;
}
}
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 ExponentialMovingAverage
from StockSharp.Algo.Strategies import Strategy
class average_force_strategy(Strategy):
def __init__(self):
super(average_force_strategy, self).__init__()
self._fast_length = self.Param("FastLength", 18) \
.SetDisplay("Fast EMA", "Fast EMA period", "Indicators")
self._slow_length = self.Param("SlowLength", 50) \
.SetDisplay("Slow EMA", "Slow EMA period", "Indicators")
self._cooldown_bars = self.Param("CooldownBars", 350) \
.SetDisplay("Cooldown Bars", "Bars between trades", "Trading")
self._candle_type = self.Param("CandleType", DataType.TimeFrame(TimeSpan.FromMinutes(1))) \
.SetDisplay("Candle Type", "Type of candles", "General")
self._prev_fast = 0.0
self._prev_slow = 0.0
self._bar_index = 0
self._last_trade_bar = 0
@property
def fast_length(self):
return self._fast_length.Value
@fast_length.setter
def fast_length(self, value):
self._fast_length.Value = value
@property
def slow_length(self):
return self._slow_length.Value
@slow_length.setter
def slow_length(self, value):
self._slow_length.Value = value
@property
def cooldown_bars(self):
return self._cooldown_bars.Value
@cooldown_bars.setter
def cooldown_bars(self, value):
self._cooldown_bars.Value = value
@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(average_force_strategy, self).OnReseted()
self._prev_fast = 0.0
self._prev_slow = 0.0
self._bar_index = 0
self._last_trade_bar = 0
def OnStarted2(self, time):
super(average_force_strategy, self).OnStarted2(time)
fast_ema = ExponentialMovingAverage()
fast_ema.Length = self.fast_length
slow_ema = ExponentialMovingAverage()
slow_ema.Length = self.slow_length
subscription = self.SubscribeCandles(self.candle_type)
subscription.Bind(fast_ema, slow_ema, self.OnProcess).Start()
area = self.CreateChartArea()
if area is not None:
self.DrawCandles(area, subscription)
self.DrawIndicator(area, fast_ema)
self.DrawIndicator(area, slow_ema)
self.DrawOwnTrades(area)
def OnProcess(self, candle, fast_value, slow_value):
if candle.State != CandleStates.Finished:
return
self._bar_index += 1
cooldown_ok = self._bar_index - self._last_trade_bar > self.cooldown_bars
cross_up = self._prev_fast > 0 and self._prev_fast <= self._prev_slow and fast_value > slow_value
cross_down = self._prev_fast > 0 and self._prev_fast >= self._prev_slow and fast_value < slow_value
if cross_up and self.Position <= 0 and cooldown_ok:
self.BuyMarket()
self._last_trade_bar = self._bar_index
elif cross_down and self.Position >= 0 and cooldown_ok:
self.SellMarket()
self._last_trade_bar = self._bar_index
self._prev_fast = float(fast_value)
self._prev_slow = float(slow_value)
def CreateClone(self):
return average_force_strategy()