MetaTrader 5 MT5 Expert Advisors MQL5 Wizard – Trade Signals Based on Crossover of Two Exponentially Smoothed Moving Averages – EA MetaTrader 5

MQL5 Wizard – Trade Signals Based on Crossover of Two Exponentially Smoothed Moving Averages – EA MetaTrader 5

MQL5 Wizard allows to create the code of Expert Advisors automatically. See Creating Ready-Made Expert Advisors in MQL5 Wizard for the details.

Here we will consider the strategy based on crossover of two exponentially smoothed Moving Averages (fast EMA and slow EMA). The strategy called “Signals based on crossover of two EMA” (when creating EA automatically in MQL5 Wizard).

The trade signals:

  • Buy: the Fast EMA crossovers upward the slow EMA
  • Sell: the Fast EMA crossovers downward the slow EMA

This strategy is implemented in CSignalCrossEMA class.

Figure 1. Trade signals, based on crossover of two exponentially smoothed moving averages

Figure 1. Trade signals, based on crossover of two exponentially smoothed moving averages


Trade Signals

The trading strategy is implemented in CSignalCrossEMA class, it has some protected methods to simplify access to indicator values:

double   FastEMA(int ind)      // returns the value of fast moving average of the bar
double   SlowEMA(int ind)      // returns the value of slow moving average of the bar
double   StateEMA(int ind)     // returns the difference between the fast and slow moving averages of the bar


1. Open long position

Conditions to open long position:

  • StateEMA(1)>0 and StateEMA(2)<0: the Fast EMA has crossovered upward the slow EMA on the last completed bar.
//+------------------------------------------------------------------+
//| Checks conditions to open long position (buy)                    |
//+------------------------------------------------------------------+
bool CSignalCrossEMA::CheckOpenLong(double& price,double& sl,double& tp,datetime& expiration)
  {
   if(!(StateEMA(2)<0 && StateEMA(1)>0)) return(false);
//---
   price=0.0;
   sl   =0.0;
   tp   =0.0;
//---
   return(true);
  }

2. Close long position

Conditions to close long position:

  • StateEMA(1)<0 and StateEMA(2)>0: the Fast EMA has crossovered downward the slow EMA on the last completed bar.
//+------------------------------------------------------------------+
//| Checks conditions to close long position                         |
//+------------------------------------------------------------------+
bool CSignalCrossEMA::CheckCloseLong(double& price)
  {
   if(!(StateEMA(2)>0 && StateEMA(1)<0)) return(false);
//---
   price=0.0;
//---
   return(true);
  }


3. Open short position

Alternative:   Basic GridManager Library - library MetaTrader 5

The conditions to open short position are the same as long position closing conditions.

//+------------------------------------------------------------------+
//| Checks conditions to open short position (sell)                  |
//+------------------------------------------------------------------+
bool CSignalCrossEMA::CheckOpenShort(double& price,double& sl,double& tp,datetime& expiration)
  {
   if(!(StateEMA(2)>0 && StateEMA(1)<0)) return(false);
//---
   price=0.0;
   sl   =0.0;
   tp   =0.0;
//---
   return(true);
  }

4. Close short position

The conditions to close short position are the same as long position opening conditions.

//+------------------------------------------------------------------+
//| Checks conditions to close short position                        |
//+------------------------------------------------------------------+
bool CSignalCrossEMA::CheckCloseShort(double& price)
  {
   if(!(StateEMA(2)<0 && StateEMA(1)>0)) return(false);
//---
   price=0.0;
//---
   return(true);
  }

Creating Expert Advisor using MQL5 Wizard

To create a trading robot based on the strategy you need to choose the signal properties as “Signals based on crossover of two EMA” in “Creating Ready-Made Expert Advisors” option of MQL5 Wizard:

Figure 2. Choose "Signals, based on crossover of two EMA" in MQL5 Wizard

Figure 2. Choose “Signals, based on crossover of two EMA” in MQL5 Wizard

The next you have to specify the needed trailing stop algorithm and money and risk management system. The code of Expert Advisor will be created automatically, you can compile it and test in Strategy Tester of MetaTrader 5 client terminal.

In addition, the Standard library classes contains the “Signals based on crossover of two MA“, implemented in the CSignalCrossMA class. The trading idea is similar, but it provides many additional features (specify types, shifts and averaging methods and use of Take Profit and Stop Loss levels).

Figure 3. "Signals, based on crossover of two MA" in MQL5 Wizard

Figure 3. “Signals, based on crossover of two MA” in MQL5 Wizard


Testing Results

Let’s consider backtesting of the Expert Advisor on historical data (EURUSD H1, testing period: 1.1.2010-05.01.2011,   FastPeriod=12, SlowPeriod=24).

Alternative:   T3 - indicator MetaTrader 5

In creation of Expert Advisor we used the fixed volume (Trading Fixed Lot, 0.1), Trailing Stop algorithm is not used (Trailing not used).

Figure 4. Historical backtesting results of the Expert Advisor, based on crossover of two EMA

Figure 4. Historical backtesting results of the Expert Advisor, based on crossover of two EMA


Attachments: The SignalCrossEMA.mqh with CSignalCrossEMA class must be paced to terminal_data_folder\MQL5\Include\Expert\Signal folder.

The crossover_2ema.mq5 contains the code of the Expert Advisor, created using MQL5 Wizard.


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