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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Library for easy and quick development of MetaTrader programs (part XXXIII): Pending trading requests - closing positions under certain conditions
Library for easy and quick development of MetaTrader programs (part XXXIII): Pending trading requests - closing positions under certain conditions

Library for easy and quick development of MetaTrader programs (part XXXIII): Pending trading requests - closing positions under certain conditions

We continue the development of the library functionality featuring trading using pending requests. We have already implemented sending conditional trading requests for opening positions and placing pending orders. In the current article, we will implement conditional position closure – full, partial and closing by an opposite position.
Custom indicators and infographics in CCanvas
Custom indicators and infographics in CCanvas

Custom indicators and infographics in CCanvas

The article considers new types of indicators with more complex structural implementation. It also describes the development of pseudo-3D indicator types and dynamic infographics.
The Box-Cox Transformation
The Box-Cox Transformation

The Box-Cox Transformation

The article is intended to get its readers acquainted with the Box-Cox transformation. The issues concerning its usage are addressed and some examples are given allowing to evaluate the transformation efficiency with random sequences and real quotes.
Analyzing the Indicators Statistical Parameters
Analyzing the Indicators Statistical Parameters

Analyzing the Indicators Statistical Parameters

The technical analysis widely implements the indicators showing the basic quotes "more clearly" and allowing traders to perform analysis and forecast market prices movement. It's quite obvious that there is no sense in using the indicators, let alone applying them in creation of trading systems, unless we can solve the issues concerning initial quotes transformation and the obtained result credibility. In this article we show that there are serious reasons for such a conclusion.
Multicurrency monitoring of trading signals (Part 4): Enhancing functionality and improving the signal search system
Multicurrency monitoring of trading signals (Part 4): Enhancing functionality and improving the signal search system

Multicurrency monitoring of trading signals (Part 4): Enhancing functionality and improving the signal search system

In this part, we expand the trading signal searching and editing system, as well as introduce the possibility to use custom indicators and add program localization. We have previously created a basic system for searching signals, but it was based on a small set of indicators and a simple set of search rules.
OOP in MQL5 by Example: Processing Warning and Error Codes
OOP in MQL5 by Example: Processing Warning and Error Codes

OOP in MQL5 by Example: Processing Warning and Error Codes

The article describes an example of creating a class for working with the trade server return codes and all the errors that occur during the MQL-program run. Read the article, and you will learn how to work with classes and objects in MQL5. At the same time, this is a convenient tool for handling errors; and you can further change this tool according to your specific needs.
Resolving entries into indicators
Resolving entries into indicators

Resolving entries into indicators

Different situations happen in trader’s life. Often, the history of successful trades allows us to restore a strategy, while looking at a loss history we try to develop and improve it. In both cases, we compare trades with known indicators. This article suggests methods of batch comparison of trades with a number of indicators.
Graphical Interfaces X: Updates for Easy And Fast Library (Build 2)
Graphical Interfaces X: Updates for Easy And Fast Library (Build 2)

Graphical Interfaces X: Updates for Easy And Fast Library (Build 2)

Since the publication of the previous article in the series, Easy And Fast library has received some new features. The library structure and code have been partially optimized slightly reducing CPU load. Some recurring methods in many control classes have been moved to the CElement base class.
Creating a trading robot for Moscow Exchange. Where to start?
Creating a trading robot for Moscow Exchange. Where to start?

Creating a trading robot for Moscow Exchange. Where to start?

Many traders on Moscow Exchange would like to automate their trading algorithms, but they do not know where to start. The MQL5 language offers a huge range of trading functions, and it additionally provides ready classes that help users to make their first steps in algo trading.
The Optimal Method for Calculation of Total Position Volume by Specified Magic Number
The Optimal Method for Calculation of Total Position Volume by Specified Magic Number

The Optimal Method for Calculation of Total Position Volume by Specified Magic Number

The problem of calculation of the total position volume of the specified symbol and magic number is considered in this article. The proposed method requests only the minimum necessary part of the history of deals, finds the closest time when the total position was equal to zero, and performs the calculations with the recent deals. Working with global variables of the client terminal is also considered.
MQL5 Cookbook - Programming moving channels
MQL5 Cookbook - Programming moving channels

MQL5 Cookbook - Programming moving channels

This article presents a method of programming the equidistant channel system. Certain details of building such channels are being considered here. Channel typification is provided, and a universal type of moving channels' method is suggested. Object-oriented programming (OOP) is used for code implementation.
Learn how to design a trading system by Stochastic
Learn how to design a trading system by Stochastic

Learn how to design a trading system by Stochastic

In this article, we continue our learning series — this time we will learn how to design a trading system using one of the most popular and useful indicators, which is the Stochastic Oscillator indicator, to build a new block in our knowledge of basics.
Improved candlestick pattern recognition illustrated by the example of Doji
Improved candlestick pattern recognition illustrated by the example of Doji

Improved candlestick pattern recognition illustrated by the example of Doji

How to find more candlestick patterns than usual? Behind the simplicity of candlestick patterns, there is also a serious drawback, which can be eliminated by using the significantly increased capabilities of modern trading automation tools.
Interview with Achmad Hidayat (ATC 2012)
Interview with Achmad Hidayat (ATC 2012)

Interview with Achmad Hidayat (ATC 2012)

Throughout the entire duration of the Automated Trading Championship 2012, we will be providing live coverage of the events - hot reports and interviews every week. This report spotlights Achmad Hidayat (achidayat), the participant from Indonesia. On the first day of the Championship his Expert Advisor secured its position in the third ten, which is a good start. Achmad has sparked our interest with his active participation in the MQL5 Market. He has already published over 20 products thus far.
Library for easy and quick development of MetaTrader programs (part XXVII): Working with trading requests - placing pending orders
Library for easy and quick development of MetaTrader programs (part XXVII): Working with trading requests - placing pending orders

Library for easy and quick development of MetaTrader programs (part XXVII): Working with trading requests - placing pending orders

In this article, we will continue the development of trading requests, implement placing pending orders and eliminate detected shortcomings of the trading class operation.
Reversing: Formalizing the entry point and developing a manual trading algorithm
Reversing: Formalizing the entry point and developing a manual trading algorithm

Reversing: Formalizing the entry point and developing a manual trading algorithm

This is the last article within the series devoted to the Reversing trading strategy. Here we will try to solve the problem, which caused the testing results instability in previous articles. We will also develop and test our own algorithm for manual trading in any market using the reversing strategy.
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Neural networks made easy (Part 7): Adaptive optimization methods

Neural networks made easy (Part 7): Adaptive optimization methods

In previous articles, we used stochastic gradient descent to train a neural network using the same learning rate for all neurons within the network. In this article, I propose to look towards adaptive learning methods which enable changing of the learning rate for each neuron. We will also consider the pros and cons of this approach.
Developing graphical interfaces based on .Net Framework and C# (part 2): Additional graphical elements
Developing graphical interfaces based on .Net Framework and C# (part 2): Additional graphical elements

Developing graphical interfaces based on .Net Framework and C# (part 2): Additional graphical elements

The article is a follow-up of the previous publication "Developing graphical interfaces for Expert Advisors and indicators based on .Net Framework and C#". It introduces new graphical elements for creating graphical interfaces.
Timeseries in DoEasy library (part 37): Timeseries collection - database of timeseries by symbols and periods
Timeseries in DoEasy library (part 37): Timeseries collection - database of timeseries by symbols and periods

Timeseries in DoEasy library (part 37): Timeseries collection - database of timeseries by symbols and periods

The article deals with the development of the timeseries collection of specified timeframes for all symbols used in the program. We are going to develop the timeseries collection, the methods of setting collection's timeseries parameters and the initial filling of developed timeseries with historical data.
Ready-made Expert Advisors from the MQL5 Wizard work in MetaTrader 4
Ready-made Expert Advisors from the MQL5 Wizard work in MetaTrader 4

Ready-made Expert Advisors from the MQL5 Wizard work in MetaTrader 4

The article offers a simple emulator of the MetaTrader 5 trading environment for MetaTrader 4. The emulator implements migration and adjustment of trade classes of the Standard Library. As a result, Expert Advisors generated in the MetaTrader 5 Wizard can be compiled and executed in MetaTrader 4 without changes.
Fast Testing of Trading Ideas on the Chart
Fast Testing of Trading Ideas on the Chart

Fast Testing of Trading Ideas on the Chart

The article describes the method of fast visual testing of trading ideas. The method is based on the combination of a price chart, a signal indicator and a balance calculation indicator. I would like to share my method of searching for trading ideas, as well as the method I use for fast testing of these ideas.
Evaluating the ability of Fractal index and Hurst exponent to predict financial time series
Evaluating the ability of Fractal index and Hurst exponent to predict financial time series

Evaluating the ability of Fractal index and Hurst exponent to predict financial time series

Studies related to search for the fractal behavior of financial data suggest that behind the seemingly chaotic behavior of economic time series there are hidden stable mechanisms of participants' collective behavior. These mechanisms can lead to the emergence of price dynamics on the exchange, which can define and describe specific properties of price series. When applied to trading, one could benefit from the indicators which can efficiently and reliably estimate the fractal parameters in the scale and time frame, which are relevant in practice.
Charts and diagrams in HTML
Charts and diagrams in HTML

Charts and diagrams in HTML

Today it is difficult to find a computer that does not have an installed web-browser. For a long time browsers have been evolving and improving. This article discusses the simple and safe way to create of charts and diagrams, based on the the information, obtained from MetaTrader 5 client terminal for displaying them in the browser.
Library for easy and quick development of MetaTrader programs (part XVII): Interactivity of library objects
Library for easy and quick development of MetaTrader programs (part XVII): Interactivity of library objects

Library for easy and quick development of MetaTrader programs (part XVII): Interactivity of library objects

In this article, we are going to finish the development of the base object of all library objects, so that any library object based on it is able to interact with a user. For example, users will be able to set the maximum acceptable size of a spread for opening a position and a price level, upon reaching which an event from a symbol object is sent to the program with the spread or price level-based signal.
Graphical Interfaces X: Text Edit box, Picture Slider and simple controls (build 5)
Graphical Interfaces X: Text Edit box, Picture Slider and simple controls (build 5)

Graphical Interfaces X: Text Edit box, Picture Slider and simple controls (build 5)

This article will consider new controls: Text Edit box, Picture Slider, as well as additional simple controls: Text label and Picture. The library continues to grow, and in addition to introduction of new controls, the previously created ones are also being improved.
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Learn how to design a trading system by Volumes

Learn how to design a trading system by Volumes

Here is a new article from our series about learning how to design a trading system based on the most popular technical indicators. The current article will be devoted to the Volumes indicator. Volume as a concept is one of the very important factors in financial markets trading and we have to pay attention to it. Through this article, we will learn how to design a simple trading system by Volumes indicator.
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Manual charting and trading toolkit (Part II). Chart graphics drawing tools

Manual charting and trading toolkit (Part II). Chart graphics drawing tools

This is the next article within the series, in which I show how I created a convenient library for manual application of chart graphics by utilizing keyboard shortcuts. The tools used include straight lines and their combinations. In this part, we will view how the drawing tools are applied using the functions described in the first part. The library can be connected to any Expert Advisor or indicator which will greatly simplify the charting tasks. This solution DOES NOT use external dlls, while all the commands are implemented using built-in MQL tools.
Patterns available when trading currency baskets. Part III
Patterns available when trading currency baskets. Part III

Patterns available when trading currency baskets. Part III

This is the final article devoted to the patterns that occur when trading currency pair baskets. It considers combined trend-following indicators and application of standard graphical constructions.
MQL5 Cookbook - Creating a ring buffer for fast calculation of indicators in a sliding window
MQL5 Cookbook - Creating a ring buffer for fast calculation of indicators in a sliding window

MQL5 Cookbook - Creating a ring buffer for fast calculation of indicators in a sliding window

The ring buffer is the simplest and the most efficient way to arrange data when performing calculations in a sliding window. The article describes the algorithm and shows how it simplifies calculations in a sliding window and makes them more efficient.
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Neural networks made easy (Part 4): Recurrent networks

Neural networks made easy (Part 4): Recurrent networks

We continue studying the world of neural networks. In this article, we will consider another type of neural networks, recurrent networks. This type is proposed for use with time series, which are represented in the MetaTrader 5 trading platform by price charts.
Library for easy and quick development of MetaTrader programs (part XXIV): Base trading class - auto correction of invalid parameters
Library for easy and quick development of MetaTrader programs (part XXIV): Base trading class - auto correction of invalid parameters

Library for easy and quick development of MetaTrader programs (part XXIV): Base trading class - auto correction of invalid parameters

In this article, we will have a look at the handler of invalid trading order parameters and improve the trading event class. Now all trading events (both single ones and the ones occurred simultaneously within one tick) will be defined in programs correctly.
Learn how to design a trading system by Momentum
Learn how to design a trading system by Momentum

Learn how to design a trading system by Momentum

In my previous article, I mentioned the importance of identifying the trend which is the direction of prices. In this article I will share one of the most important concepts and indicators which is the Momentum indicator. I will share how to design a trading system based on this Momentum indicator.
MQL5 Cookbook: Saving Optimization Results of an Expert Advisor Based on Specified Criteria
MQL5 Cookbook: Saving Optimization Results of an Expert Advisor Based on Specified Criteria

MQL5 Cookbook: Saving Optimization Results of an Expert Advisor Based on Specified Criteria

We continue the series of articles on MQL5 programming. This time we will see how to get results of each optimization pass right during the Expert Advisor parameter optimization. The implementation will be done so as to ensure that if the conditions specified in the external parameters are met, the corresponding pass values will be written to a file. In addition to test values, we will also save the parameters that brought about such results.
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Practical application of neural networks in trading (Part 2). Computer vision

Practical application of neural networks in trading (Part 2). Computer vision

The use of computer vision allows training neural networks on the visual representation of the price chart and indicators. This method enables wider operations with the whole complex of technical indicators, since there is no need to feed them digitally into the neural network.
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Learn how to design a trading system by Fractals

Learn how to design a trading system by Fractals

This article is a new one from our series about how to design a trading system based on the most popular technical indicators. We will learn a new indicator which Fractals indicator and we will learn how to design a trading system based on it to be executed in the MetaTrader 5 terminal.
Market math: profit, loss and costs
Market math: profit, loss and costs

Market math: profit, loss and costs

In this article, I will show you how to calculate the total profit or loss of any trade, including commission and swap. I will provide the most accurate mathematical model and use it to write the code and compare it with the standard. Besides, I will also try to get on the inside of the main MQL5 function to calculate profit and get to the bottom of all the necessary values from the specification.
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Multibot in MetaTrader: Launching multiple robots from a single chart

Multibot in MetaTrader: Launching multiple robots from a single chart

In this article, I will consider a simple template for creating a universal MetaTrader robot that can be used on multiple charts while being attached to only one chart, without the need to configure each instance of the robot on each individual chart.
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Neural networks made easy (Part 2): Network training and testing

Neural networks made easy (Part 2): Network training and testing

In this second article, we will continue to study neural networks and will consider an example of using our created CNet class in Expert Advisors. We will work with two neural network models, which show similar results both in terms of training time and prediction accuracy.
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Dealing with Time (Part 2): The Functions

Dealing with Time (Part 2): The Functions

Determing the broker offset and GMT automatically. Instead of asking the support of your broker, from whom you will probably receive an insufficient answer (who would be willing to explain a missing hour), we simply look ourselves how they time their prices in the weeks of the time changes — but not cumbersome by hand, we let a program do it — why do we have a PC after all.
Self-adapting algorithm (Part IV): Additional functionality and tests
Self-adapting algorithm (Part IV): Additional functionality and tests

Self-adapting algorithm (Part IV): Additional functionality and tests

I continue filling the algorithm with the minimum necessary functionality and testing the results. The profitability is quite low but the articles demonstrate the model of the fully automated profitable trading on completely different instruments traded on fundamentally different markets.