Estrategia MACD RSI
MACD RSI combina el momentum del MACD con las lecturas de sobrecompra/sobreventa del RSI. Cuando ambos indicadores se alinean, aumenta la probabilidad de un movimiento sostenido.
Las pruebas indican un retorno anual promedio de aproximadamente el 130%. Funciona mejor en el mercado de acciones.
La estrategia entra largo cuando el MACD cruza al alza y el RSI sube desde la zona de sobreventa, o vende en corto cuando el MACD cruza a la baja con el RSI cayendo desde la sobrecompra.
Los stops basados en un porcentaje del precio ayudan a contener las pérdidas si los indicadores divergen después de la entrada.
Detalles
- Criterios de entrada: señal de indicador
- Largo/Corto: Ambos
- Criterios de salida: stop-loss o señal opuesta
- Stops: Sí, basado en porcentaje
- Valores predeterminados:
CandleType= 15 minuteStopLossPercent= 2MacdFast= 12MacdSlow= 26MacdSignal= 9RsiPeriod= 14RsiOversold= 30RsiOverbought= 70 Un RSI por debajo de RsiOversold prepara un largo y por encima de RsiOverbought un corto; vale el extremo más reciente. El siguiente cruce del MACD en esa dirección lo confirma y entra, invirtiendo una posición opuesta; cada extremo confirma un solo cruce.
- Filtros:
- Categoría: Seguimiento de tendencia
- Dirección: Ambos
- Indicadores: MACD, RSI
- Stops: Sí
- Complejidad: Intermedio
- Marco temporal: Intradía
- Estacionalidad: No
- Redes neuronales: No
- Divergencia: No
- Nivel de riesgo: Medio
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>
/// MACD RSI strategy.
/// RSI falling below RsiOversold arms a long and rising above RsiOverbought arms a short; the latest extreme wins.
/// A MACD cross above its signal line confirms the rise from oversold and goes long, a cross below confirms the fall
/// from overbought and goes short, reversing an opposite position. Each extreme confirms one cross. A percent stop limits the loss.
/// </summary>
public class MacdRsiStrategy : Strategy
{
private readonly StrategyParam<int> _macdFast;
private readonly StrategyParam<int> _macdSlow;
private readonly StrategyParam<int> _macdSignal;
private readonly StrategyParam<int> _rsiPeriod;
private readonly StrategyParam<decimal> _rsiOversold;
private readonly StrategyParam<decimal> _rsiOverbought;
private readonly StrategyParam<decimal> _stopLossPercent;
private readonly StrategyParam<DataType> _candleType;
private bool? _prevAbove;
// The latest RSI extreme not yet confirmed by MACD: 1 oversold, -1 overbought, 0 none.
private int _zone;
/// <summary>
/// Fast EMA period of MACD.
/// </summary>
public int MacdFast
{
get => _macdFast.Value;
set => _macdFast.Value = value;
}
/// <summary>
/// Slow EMA period of MACD.
/// </summary>
public int MacdSlow
{
get => _macdSlow.Value;
set => _macdSlow.Value = value;
}
/// <summary>
/// Signal line period of MACD.
/// </summary>
public int MacdSignal
{
get => _macdSignal.Value;
set => _macdSignal.Value = value;
}
/// <summary>
/// RSI period.
/// </summary>
public int RsiPeriod
{
get => _rsiPeriod.Value;
set => _rsiPeriod.Value = value;
}
/// <summary>
/// RSI oversold level.
/// </summary>
public decimal RsiOversold
{
get => _rsiOversold.Value;
set => _rsiOversold.Value = value;
}
/// <summary>
/// RSI overbought level.
/// </summary>
public decimal RsiOverbought
{
get => _rsiOverbought.Value;
set => _rsiOverbought.Value = value;
}
/// <summary>
/// Stop-loss percentage.
/// </summary>
public decimal StopLossPercent
{
get => _stopLossPercent.Value;
set => _stopLossPercent.Value = value;
}
/// <summary>
/// Candle type.
/// </summary>
public DataType CandleType
{
get => _candleType.Value;
set => _candleType.Value = value;
}
/// <summary>
/// Constructor.
/// </summary>
public MacdRsiStrategy()
{
_macdFast = Param(nameof(MacdFast), 12)
.SetGreaterThanZero()
.SetDisplay("MACD Fast", "Fast EMA period of MACD", "MACD");
_macdSlow = Param(nameof(MacdSlow), 26)
.SetGreaterThanZero()
.SetDisplay("MACD Slow", "Slow EMA period of MACD", "MACD");
_macdSignal = Param(nameof(MacdSignal), 9)
.SetGreaterThanZero()
.SetDisplay("MACD Signal", "Signal line period of MACD", "MACD");
_rsiPeriod = Param(nameof(RsiPeriod), 14)
.SetGreaterThanZero()
.SetDisplay("RSI Period", "Period of RSI", "RSI");
_rsiOversold = Param(nameof(RsiOversold), 30m)
.SetDisplay("RSI Oversold", "RSI level that arms a long", "RSI");
_rsiOverbought = Param(nameof(RsiOverbought), 70m)
.SetDisplay("RSI Overbought", "RSI level that arms a short", "RSI");
_stopLossPercent = Param(nameof(StopLossPercent), 2m)
.SetNotNegative()
.SetDisplay("Stop Loss %", "Stop loss percentage from entry price", "Risk");
_candleType = Param(nameof(CandleType), TimeSpan.FromMinutes(15).TimeFrame())
.SetDisplay("Candle Type", "Type of candles to use", "General");
}
/// <inheritdoc />
public override IEnumerable<(Security sec, DataType dt)> GetWorkingSecurities()
{
return [(Security, CandleType)];
}
/// <inheritdoc />
protected override void OnReseted()
{
base.OnReseted();
_prevAbove = null;
_zone = 0;
}
/// <inheritdoc />
protected override void OnStarted2(DateTime time)
{
base.OnStarted2(time);
_prevAbove = null;
_zone = 0;
var macd = new MovingAverageConvergenceDivergenceSignal
{
Macd =
{
ShortMa = { Length = MacdFast },
LongMa = { Length = MacdSlow },
},
SignalMa = { Length = MacdSignal }
};
var rsi = new RelativeStrengthIndex { Length = RsiPeriod };
var subscription = SubscribeCandles(CandleType);
subscription
.BindEx(macd, rsi, ProcessCandle)
.Start();
StartProtection(new Unit(), new Unit(StopLossPercent, UnitTypes.Percent), useMarketOrders: true, isLocalStop: true);
// The stop has to see prices between candles, not only at their close.
foreach (var field in new[] { Level1Fields.BestBidPrice, Level1Fields.BestAskPrice })
{
var quotes = new Subscription(DataType.Level1, Security);
quotes.MarketData.BuildField = field;
SubscribeLevel1(quotes).Bind(ObserveProtectionQuote).Start();
}
var area = CreateChartArea();
if (area != null)
{
DrawCandles(area, subscription);
DrawOwnTrades(area);
var oscillators = CreateChartArea();
if (oscillators != null)
{
DrawIndicator(oscillators, macd);
DrawIndicator(oscillators, rsi);
}
}
}
private void ObserveProtectionQuote(Level1ChangeMessage quote)
{
// The high-level handler activates native protection before this callback, also between signal bars.
}
private void ProcessCandle(ICandleMessage candle, IIndicatorValue macdValue, IIndicatorValue rsiValue)
{
if (candle.State != CandleStates.Finished)
return;
if (rsiValue.IsFormed)
{
var rsi = rsiValue.GetValue<decimal>();
if (rsi < RsiOversold)
_zone = 1;
else if (rsi > RsiOverbought)
_zone = -1;
}
if (!macdValue.IsFormed)
return;
var macdTyped = (MovingAverageConvergenceDivergenceSignalValue)macdValue;
if (macdTyped.Macd is not decimal macd || macdTyped.Signal is not decimal signal)
return;
var isAbove = macd > signal;
var wasAbove = _prevAbove;
_prevAbove = isAbove;
if (wasAbove is not bool was || was == isAbove)
return;
var side = isAbove ? 1 : -1;
// Each extreme confirms one cross.
if (_zone != side)
return;
_zone = 0;
if (!IsFormedAndOnlineAndAllowTrading())
return;
if (side > 0 && Position <= 0)
BuyMarket(Volume + Math.Abs(Position));
else if (side < 0 && Position >= 0)
SellMarket(Volume + Math.Abs(Position));
}
}
import clr
clr.AddReference("StockSharp.Messages")
clr.AddReference("StockSharp.Algo")
clr.AddReference("StockSharp.Algo.Indicators")
clr.AddReference("StockSharp.Algo.Strategies")
clr.AddReference("StockSharp.BusinessEntities")
from System import TimeSpan, Decimal
from StockSharp.Messages import DataType, CandleStates, Unit, UnitTypes, Level1Fields
from StockSharp.BusinessEntities import Subscription
from StockSharp.Algo.Indicators import MovingAverageConvergenceDivergenceSignal, RelativeStrengthIndex
from StockSharp.Algo.Strategies import Strategy
class macd_rsi_strategy(Strategy):
"""
MACD RSI strategy.
RSI falling below RsiOversold arms a long and rising above RsiOverbought arms a short; the latest extreme wins.
A MACD cross above its signal line confirms the rise from oversold and goes long, a cross below confirms the fall
from overbought and goes short, reversing an opposite position. Each extreme confirms one cross. A percent stop limits the loss.
"""
def __init__(self):
super(macd_rsi_strategy, self).__init__()
self._macd_fast = self.Param("MacdFast", 12).SetGreaterThanZero().SetDisplay("MACD Fast", "Fast EMA period of MACD", "MACD")
self._macd_slow = self.Param("MacdSlow", 26).SetGreaterThanZero().SetDisplay("MACD Slow", "Slow EMA period of MACD", "MACD")
self._macd_signal = self.Param("MacdSignal", 9).SetGreaterThanZero().SetDisplay("MACD Signal", "Signal line period of MACD", "MACD")
self._rsi_period = self.Param("RsiPeriod", 14).SetGreaterThanZero().SetDisplay("RSI Period", "Period of RSI", "RSI")
self._rsi_oversold = self.Param("RsiOversold", 30.0).SetDisplay("RSI Oversold", "RSI level that arms a long", "RSI")
self._rsi_overbought = self.Param("RsiOverbought", 70.0).SetDisplay("RSI Overbought", "RSI level that arms a short", "RSI")
self._stop_loss_percent = self.Param("StopLossPercent", 2.0).SetNotNegative().SetDisplay("Stop Loss %", "Stop loss percentage from entry price", "Risk")
self._candle_type = self.Param("CandleType", DataType.TimeFrame(TimeSpan.FromMinutes(15))).SetDisplay("Candle Type", "Type of candles to use", "General")
self._reset_state()
@property
def candle_type(self):
return self._candle_type.Value
def _reset_state(self):
self._prev_above = None
# The latest RSI extreme not yet confirmed by MACD: 1 oversold, -1 overbought, 0 none.
self._zone = 0
def OnReseted(self):
super(macd_rsi_strategy, self).OnReseted()
self._reset_state()
def OnStarted2(self, time):
super(macd_rsi_strategy, self).OnStarted2(time)
self._reset_state()
macd = MovingAverageConvergenceDivergenceSignal()
macd.Macd.ShortMa.Length = self._macd_fast.Value
macd.Macd.LongMa.Length = self._macd_slow.Value
macd.SignalMa.Length = self._macd_signal.Value
rsi = RelativeStrengthIndex()
rsi.Length = self._rsi_period.Value
subscription = self.SubscribeCandles(self.candle_type)
subscription.BindEx(macd, rsi, self._process_candle).Start()
self.StartProtection(Unit(), Unit(Decimal(self._stop_loss_percent.Value), UnitTypes.Percent), useMarketOrders=True, isLocalStop=True)
# The stop has to see prices between candles, not only at their close.
for field in (Level1Fields.BestBidPrice, Level1Fields.BestAskPrice):
quotes = Subscription(DataType.Level1, self.Security)
quotes.MarketData.BuildField = field
self.SubscribeLevel1(quotes).Bind(self._observe_protection_quote).Start()
area = self.CreateChartArea()
if area is not None:
self.DrawCandles(area, subscription)
self.DrawOwnTrades(area)
oscillators = self.CreateChartArea()
if oscillators is not None:
self.DrawIndicator(oscillators, macd)
self.DrawIndicator(oscillators, rsi)
def _observe_protection_quote(self, quote):
# The high-level handler activates native protection before the callback, including between bars.
pass
def _process_candle(self, candle, macd_value, rsi_value):
if candle.State != CandleStates.Finished:
return
if rsi_value.IsFormed:
rsi = rsi_value.GetValue[Decimal](None)
if rsi < Decimal(self._rsi_oversold.Value):
self._zone = 1
elif rsi > Decimal(self._rsi_overbought.Value):
self._zone = -1
if not macd_value.IsFormed:
return
if macd_value.Macd is None or macd_value.Signal is None:
return
is_above = macd_value.Macd > macd_value.Signal
was_above = self._prev_above
self._prev_above = is_above
if was_above is None or was_above == is_above:
return
side = 1 if is_above else -1
# Each extreme confirms one cross.
if self._zone != side:
return
self._zone = 0
if not self.IsFormedAndOnlineAndAllowTrading():
return
if side > 0 and self.Position <= 0:
self.BuyMarket(self.Volume + abs(self.Position))
elif side < 0 and self.Position >= 0:
self.SellMarket(self.Volume + abs(self.Position))
def CreateClone(self):
return macd_rsi_strategy()