MQL5 Programming Articles

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Study the MQL5 language for programming trading strategies in numerous published articles mostly written by you - the community members. The articles are grouped into categories to help you quicker find answers to any questions related to programming: Integration, Tester, Trading Strategies, etc.

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Transferring Indicators from MQL4 to MQL5
Transferring Indicators from MQL4 to MQL5

Transferring Indicators from MQL4 to MQL5

This article is dedicated to peculiarities of transferring price constructions written in MQL4 to MQL5. To make the process of transferring indicator calculations from MQL4 to MQL5 easier, the mql4_2_mql5.mqh library of functions is suggested. Its usage is described on the basis of transferring of the MACD, Stochastic and RSI indicators.
Elder-Ray (Bulls Power and Bears Power)
Elder-Ray (Bulls Power and Bears Power)

Elder-Ray (Bulls Power and Bears Power)

The article dwells on Elder-Ray trading system based on Bulls Power, Bears Power and Moving Average indicators (EMA — exponential averaging). This system was described by Alexander Elder in his book "Trading for a Living".
Learn how to design a trading system by RSI
Learn how to design a trading system by RSI

Learn how to design a trading system by RSI

In this article, I will share with you one of the most popular and commonly used indicators in the world of trading which is RSI. You will learn how to design a trading system using this indicator.
Library for easy and quick development of MetaTrader programs (part XXII): Trading classes - Base trading class, verification of limitations
Library for easy and quick development of MetaTrader programs (part XXII): Trading classes - Base trading class, verification of limitations

Library for easy and quick development of MetaTrader programs (part XXII): Trading classes - Base trading class, verification of limitations

In this article, we will start the development of the library base trading class and add the initial verification of permissions to conduct trading operations to its first version. Besides, we will slightly expand the features and content of the base trading class.
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Fix PriceAction Stoploss or Fixed RSI (Smart StopLoss)

Fix PriceAction Stoploss or Fixed RSI (Smart StopLoss)

Stop-loss is a major tool when it comes to money management in trading. Effective use of stop-loss, take profit and lot size can make a trader more consistent in trading and overall more profitable. Although stop-loss is a great tool, there are challenges that are encountered when being used. The major one being stop-loss hunt. This article looks on how to reduce stop-loss hunt in trade and compare with the classical stop-loss usage to determine its profitability.
Custom Strategy Tester based on fast mathematical calculations
Custom Strategy Tester based on fast mathematical calculations

Custom Strategy Tester based on fast mathematical calculations

The article describes the way to create a custom strategy tester and a custom analyzer of the optimization passes. After reading it, you will understand how the math calculations mode and the mechanism of so-called frames work, how to prepare and load custom data for calculations and use effective algorithms for their compression. This article will also be interesting to those interested in ways of storing custom information within an expert.
Speed Up Calculations with the MQL5 Cloud Network
Speed Up Calculations with the MQL5 Cloud Network

Speed Up Calculations with the MQL5 Cloud Network

How many cores do you have on your home computer? How many computers can you use to optimize a trading strategy? We show here how to use the MQL5 Cloud Network to accelerate calculations by receiving the computing power across the globe with the click of a mouse. The phrase "Time is money" becomes even more topical with each passing year, and we cannot afford to wait for important computations for tens of hours or even days.
Random Decision Forest in Reinforcement learning
Random Decision Forest in Reinforcement learning

Random Decision Forest in Reinforcement learning

Random Forest (RF) with the use of bagging is one of the most powerful machine learning methods, which is slightly inferior to gradient boosting. This article attempts to develop a self-learning trading system that makes decisions based on the experience gained from interaction with the market.
20 Trade Signals in MQL5
20 Trade Signals in MQL5

20 Trade Signals in MQL5

This article will teach you how to receive trade signals that are necessary for a trade system to work. The examples of forming 20 trade signals are given here as separate custom functions that can be used while developing Expert Advisors. For your convenience, all the functions used in the article are combined in a single mqh include file that can be easily connected to a future Expert Advisor.
MetaTrader 5 and MATLAB Interaction
MetaTrader 5 and MATLAB Interaction

MetaTrader 5 and MATLAB Interaction

This article covers the details of interaction between MetaTrader 5 and MatLab mathematical package. It shows the mechanism of data conversion, the process of developing a universal library to interact with MatLab desktop. It also covers the use of DLL generated by MatLab environment. This article is intended for experienced readers, who know C++ and MQL5.
Combining trend and flat strategies
Combining trend and flat strategies

Combining trend and flat strategies

There are numerous trading strategies out there. Some of them look for a trend, while others define ranges of price fluctuations to trade within them. Is it possible to combine these two approaches to increase profitability?
The 'Turtle Soup' trading system and its 'Turtle Soup Plus One' modification
The 'Turtle Soup' trading system and its 'Turtle Soup Plus One' modification

The 'Turtle Soup' trading system and its 'Turtle Soup Plus One' modification

The article features formalized rules of two trading strategies 'Turtle Soup' and 'Turtle Soup Plus One' from Street Smarts: High Probability Short-Term Trading Strategies by Linda Bradford Raschke and Laurence A. Connors. The strategies described in the book are quite popular. But it is important to understand that the authors have developed them based on the 15...20 year old market behavior.
The Use of the MQL5 Standard Trade Class libraries in writing an Expert Advisor
The Use of the MQL5 Standard Trade Class libraries in writing an Expert Advisor

The Use of the MQL5 Standard Trade Class libraries in writing an Expert Advisor

This article explains how to use the major functionalities of the MQL5 Standard Library Trade Classes in writing Expert Advisors which implements position closing and modifying, pending order placing and deletion and verifying of Margin before placing a trade. We have also demonstrated how Trade classes can be used to obtain order and deal details.
Multi-symbol balance graph in MetaTrader 5
Multi-symbol balance graph in MetaTrader 5

Multi-symbol balance graph in MetaTrader 5

The article provides an example of an MQL application with its graphical interface featuring multi-symbol balance and deposit drawdown graphs based on the last test results.
Library for easy and quick development of MetaTrader programs (part XXX): Pending trading requests - managing request objects
Library for easy and quick development of MetaTrader programs (part XXX): Pending trading requests - managing request objects

Library for easy and quick development of MetaTrader programs (part XXX): Pending trading requests - managing request objects

In the previous article, we have created the classes of pending request objects corresponding to the general concept of library objects. This time, we are going to deal with the class allowing the management of pending request objects.
Universal Expert Advisor: Integration with Standard MetaTrader Modules of Signals (Part 7)
Universal Expert Advisor: Integration with Standard MetaTrader Modules of Signals (Part 7)

Universal Expert Advisor: Integration with Standard MetaTrader Modules of Signals (Part 7)

This part of the article describes the possibilities of the CStrategy engine integration with the signal modules included into the standard library in MetaTrader. The article describes how to work with signals, as well as how to create custom strategies on their basis.
Timeseries in DoEasy library (part 43): Classes of indicator buffer objects
Timeseries in DoEasy library (part 43): Classes of indicator buffer objects

Timeseries in DoEasy library (part 43): Classes of indicator buffer objects

The article considers the development of indicator buffer object classes as descendants of the abstract buffer object simplifying declaration and working with indicator buffers, while creating custom indicator programs based on DoEasy library.
Projects assist in creating profitable trading robots! Or at least, so it seems
Projects assist in creating profitable trading robots! Or at least, so it seems

Projects assist in creating profitable trading robots! Or at least, so it seems

A big program starts with a small file, which then grows in size as you keep adding more functions and objects. Most robot developers utilize include files to handle this problem. However, there is a better solution: start developing any trading application in a project. There are so many reasons to do so.
Applying The Fisher Transform and Inverse Fisher Transform to Markets Analysis in MetaTrader 5
Applying The Fisher Transform and Inverse Fisher Transform to Markets Analysis in MetaTrader 5

Applying The Fisher Transform and Inverse Fisher Transform to Markets Analysis in MetaTrader 5

We now know that probability density function (PDF) of a market cycle does not remind a Gaussian but rather a PDF of a sine wave and most of the indicators assume that the market cycle PDF is Gaussian we need a way to "correct" that. The solution is to use Fisher Transform. The Fisher transform changes PDF of any waveform to approximately Gaussian. This article describes the mathematics behind the Fisher Transform and the Inverse Fisher Transform and their application to trading. A proprietary trading signal module based on the Inverse Fisher Transform is presented and evaluated.
Wolfe Waves
Wolfe Waves

Wolfe Waves

The graphical method proposed by Bill Wolfe allows to detect a pattern, based on which a moment and direction for entry can be found, and also it helps forecast the target which the price should reach, as well as the time of target reaching. The article describes how to create an indicator based on a ZigZag, that would search for Wolfe Waves, and a simple Expert Advisor trading based on this indicator.
Triangular arbitrage
Triangular arbitrage

Triangular arbitrage

The article deals with the popular trading method - triangular arbitrage. Here we analyze the topic in as much detail as possible, consider the positive and negative aspects of the strategy and develop the ready-made Expert Advisor code.
Working with sockets in MQL, or How to become a signal provider
Working with sockets in MQL, or How to become a signal provider

Working with sockets in MQL, or How to become a signal provider

Sockets… What in our IT world could possibly exist without them? Dating back to 1982, and hardly changed up to the present time, they smoothly work for us every second. This is the foundation of network, the nerve endings of the Matrix we all live in.
Reversal patterns: Testing the Double top/bottom pattern
Reversal patterns: Testing the Double top/bottom pattern

Reversal patterns: Testing the Double top/bottom pattern

Traders often look for trend reversal points since the price has the greatest potential for movement at the very beginning of a newly formed trend. Consequently, various reversal patterns are considered in the technical analysis. The Double top/bottom is one of the most well-known and frequently used ones. The article proposes the method of the pattern programmatic detection. It also tests the pattern's profitability on history data.
Communicating With MetaTrader 5 Using Named Pipes Without Using DLLs
Communicating With MetaTrader 5 Using Named Pipes Without Using DLLs

Communicating With MetaTrader 5 Using Named Pipes Without Using DLLs

Many developers face the same problem - how to get to the trading terminal sandbox without using unsafe DLLs. One of the easiest and safest method is to use standard Named Pipes that work as normal file operations. They allow you to organize interprocessor client-server communication between programs. Take a look at practical examples in C++ and MQL5 that include server, client, data exchange between them and performance benchmark.
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How to create 3D graphics using DirectX in MetaTrader 5

How to create 3D graphics using DirectX in MetaTrader 5

3D graphics provide excellent means for analyzing huge amounts of data as they enable the visualization of hidden patterns. These tasks can be solved directly in MQL5, while DireсtX functions allow creating three-dimensional object. Thus, it is even possible to create programs of any complexity, even 3D games for MetaTrader 5. Start learning 3D graphics by drawing simple three-dimensional shapes.
Fuzzy Logic in trading strategies
Fuzzy Logic in trading strategies

Fuzzy Logic in trading strategies

The article considers an example of applying the fuzzy logic to build a simple trading system, using the Fuzzy library. Variants for improving the system by combining fuzzy logic, genetic algorithms and neural networks are proposed.
Auto search for divergences and convergences
Auto search for divergences and convergences

Auto search for divergences and convergences

The article considers all kinds of divergence: simple, hidden, extended, triple, quadruple, convergence, as well as divergences of A, B and C classes. A universal indicator for their search and display on the chart is developed.
Momentum Pinball trading strategy
Momentum Pinball trading strategy

Momentum Pinball trading strategy

In this article, we continue to consider writing the code to trading systems described in a book by Linda B. Raschke and Laurence A. Connors “Street Smarts: High Probability Short-Term Trading Strategies”. This time we study Momentum Pinball system: there is described creation of two indicators, trade robot and signal block on it.
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Get 200 usd for your algorithmic trading article!

Get 200 usd for your algorithmic trading article!

Write an article and contribute to the development of algorithmic trading. Share your experience in trading and programming, and we will pay you $200. Additionally, publishing an article on the popular MQL5.com website offers an excellent opportunity to promote your personal brand in a professional community. Thousands of traders will read your work. You can discuss your ideas with like-minded people, gain new experience, and monetize your knowledge.
MQL as a Markup Tool for the Graphical Interface of MQL Programs. Part 1
MQL as a Markup Tool for the Graphical Interface of MQL Programs. Part 1

MQL as a Markup Tool for the Graphical Interface of MQL Programs. Part 1

This paper proposes a new conception to describe the window interface of MQL programs, using the structures of MQL. Special classes transform the viewable MQL markup into the GUI elements and allow manage them, set up their properties, and process the events in a unified manner. It also provides some examples of using the markup for the dialogs and elements of a standard library.
Adding a control panel to an indicator or an Expert Advisor in no time
Adding a control panel to an indicator or an Expert Advisor in no time

Adding a control panel to an indicator or an Expert Advisor in no time

Have you ever felt the need to add a graphical panel to your indicator or Expert Advisor for greater speed and convenience? In this article, you will find out how to implement the dialog panel with the input parameters into your MQL4/MQL5 program step by step.
Guide to Testing and Optimizing of Expert Advisors in MQL5
Guide to Testing and Optimizing of Expert Advisors in MQL5

Guide to Testing and Optimizing of Expert Advisors in MQL5

This article explains the step by step process of identifying and resolving code errors as well as the steps in testing and optimizing of the Expert Advisor input parameters. You will learn how to use Strategy Tester of MetaTrader 5 client terminal to find the best symbol and set of input parameters for your Expert Advisor.
Universal Expert Advisor: A Custom Trailing Stop (Part 6)
Universal Expert Advisor: A Custom Trailing Stop (Part 6)

Universal Expert Advisor: A Custom Trailing Stop (Part 6)

The sixth part of the article about the universal Expert Advisor describes the use of the trailing stop feature. The article will guide you through how to create a custom trailing stop module using unified rules, as well as how to add it to the trading engine so that it would automatically manage positions.
LifeHack for traders: Fast food made of indicators
LifeHack for traders: Fast food made of indicators

LifeHack for traders: Fast food made of indicators

If you have newly switched to MQL5, then this article will be useful. First, the access to the indicator data and series is done in the usual MQL4 style. Second, this entire simplicity is implemented in MQL5. All functions are as clear as possible and perfectly suited for step-by-step debugging.
Deep Neural Networks (Part V). Bayesian optimization of DNN hyperparameters
Deep Neural Networks (Part V). Bayesian optimization of DNN hyperparameters

Deep Neural Networks (Part V). Bayesian optimization of DNN hyperparameters

The article considers the possibility to apply Bayesian optimization to hyperparameters of deep neural networks, obtained by various training variants. The classification quality of a DNN with the optimal hyperparameters in different training variants is compared. Depth of effectiveness of the DNN optimal hyperparameters has been checked in forward tests. The possible directions for improving the classification quality have been determined.
Implementing a Scalping Market Depth Using the CGraphic Library
Implementing a Scalping Market Depth Using the CGraphic Library

Implementing a Scalping Market Depth Using the CGraphic Library

In this article, we will create the basic functionality of a scalping Market Depth tool. Also, we will develop a tick chart based on the CGraphic library and integrate it with the order book. Using the described Market Depth, it will be possible to create a powerful assistant tool for short-term trading.
Drawing Resistance and Support Levels Using MQL5
Drawing Resistance and Support Levels Using MQL5

Drawing Resistance and Support Levels Using MQL5

This article describes a method of finding four extremum points for drawing support and resistance levels based on them. In order to find extremums on a chart of a currency pair, RSI indicator is used. To give an example, we have provided an indicator code that displays support and resistance levels.
Native Twitter Client for MT4 and MT5 without DLL
Native Twitter Client for MT4 and MT5 without DLL

Native Twitter Client for MT4 and MT5 without DLL

Ever wanted to access tweets and/or post your trade signals on Twitter ? Search no more, these on-going article series will show you how to do it without using any DLL. Enjoy the journey of implementing Twitter API using MQL. In this first part, we will follow the glory path of authentication and authorization in accessing Twitter API.
Integrating MQL-based Expert Advisors and databases (SQL Server, .NET and C#)
Integrating MQL-based Expert Advisors and databases (SQL Server, .NET and C#)

Integrating MQL-based Expert Advisors and databases (SQL Server, .NET and C#)

The article describes how to add the ability to work with Microsoft SQL Server database server to MQL5-based Expert Advisors. Import of functions from a DLL is used. The DLL is created using the Microsoft .NET platform and the C# language. The methods used in the article are also suitable for experts written in MQL4, with minor adjustments.
Creating Multi-Colored Indicators in MQL5
Creating Multi-Colored Indicators in MQL5

Creating Multi-Colored Indicators in MQL5

In this article, we will consider how to create multi-colored indicators or convert the existing ones to multi-color. MQL5 allows to represent the information in the convenient form. Now it isn't necessary to look at a dozen of charts with indicators and perform analyses of the RSI or Stochastic levels, it's better just to paint the candles with different colors depending on the values of the indicators.