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AO Core

3

AO Core is the core of the optimization algorithm, it is a library built on the author's HMA (hybrid metaheuristic algorithm) algorithm.

An example of using AO Core is described in the article:

https://www.mql5.com/ru/articles/14183

https://www.mql5.com/en/blogs/post/756510

This hybrid algorithm is based on a genetic algorithm and contains the best qualities and properties of population algorithms. 

High-speed calculation in HMA guarantees unsurpassed accuracy and high search capabilities, allows you to save the total time for optimization, where the best solution will be found in fewer iterations. The performance of this algorithm exceeds all known population optimization algorithms.

Which projects can use this library and improve the results:

1. Automatic self-optimization in Expert Advisors.

2. Search for the optimal profit/risk ratio for the implementation of flexible money management.

3. Portfolio optimization, including portfolio self-optimization.

4. The use of already found solutions as part of the optimizer.

5. Application in machine learning and in conjunction with neural networks.

Technical specifications:

1. The number of optimized parameters: unlimited.

2. The step of optimized parameters: unlimited, starting from 0.0.

3. High scalability and stability of results.

Important!

The library has no tuning parameters at all (reducing the degrees of freedom increases the stability of the results). It is only necessary to set the population size (it can be very useful when organizing parallelization of historical runs on OpenCL devices).

Exported library functions:

//——————————————————————————————————————————————————————————————————————————————
#import "MQL5\\Scripts\\Market\\AO Core.ex5"
bool   Init (int colonySize, double &range_min [] , double &range_max [] , double &range_step []);
//------------------------------------------------------------------------------
void   Preparation ();
void   GetVariantCalc (double &variant [], int pos);
void   SetFitness (double value, int pos);
void   Revision ();
//------------------------------------------------------------------------------
void   GetVariant (double &variant [], int pos);
double GetFitness (int pos);
#import
//——————————————————————————————————————————————————————————————————————————————


Published articles by the author:

Genetic algorithms are easy!: https://www.mql5.com/ru/articles/55
Population optimization algorithms: https://www.mql5.com/en/articles/8122
Population optimization algorithms: Particle Swarm (PSO): https://www.mql5.com/ru/articles/11386
Population optimization algorithms: Ant Colony Optimization (ACO): https://www.mql5.com/en/articles/11602
Population optimization algorithms: Artificial Bee Colony (ABC): https://www.mql5.com/ru/articles/11736
Population optimization algorithms: Gray Wolf Optimizer (GWO): https://www.mql5.com/en/articles/11785
Population optimization algorithms: Cuckoo Optimization Algorithm (COA): https://www.mql5.com/en/articles/11786
Population Optimization Algorithms: Fish School Search (FSS): https://www.mql5.com/ru/articles/11841
Population Optimization Algorithms: Firefly Algorithm (FA): https://www.mql5.com/ru/articles/11873
Population Optimization Algorithms: Bat algorithm (BA): https://www.mql5.com/ru/articles/11915


Comentários 3
LUIS ALBERTO BIANUCCI
645
LUIS ALBERTO BIANUCCI 2024.01.15 02:03 
 

Hello, I have to congratulate you for allowing me to purchase this application, excellent service from every point of view. Thank you.!!!

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T5l Library é necessaria para o uso dos robos da TSU Investimentos, nele você tera todo o framework de funções para o funcionamento correto dos nossos Expert Advisors para MetaTrader 5  ツ . -   O Robos  Expert Advisors da TSU Invesitmentos não funcionarão sem esta biblioteca de funções, o T5L library podera receber atualizações e melhorias ao longo do tempo. - Na biblioteca que voçê encontrará f uncionalidades diversas como envio de ordens, compra e venda, verificação de gatilhos de entradas, an
Native Websocket
Racheal Samson
5 (2)
An   easy to use, fast,  asynchronous   WebSocket library  for MQL5. It supports: ws://   and   wss://  (Secure "TLS" WebSocket) text   and   binary   data It handles: fragmented message  automatically (large data transfer) ping-pong   frames  automatically (keep-alive handshake) Benefits: No DLL required. No OpenSSL installation required. Up to 128 WebSocket Connections from a single program. Various Log Levels for error tracing Can be synchronized to MQL5 Virtual Hosting . Completely native to
The library is dedicated to help manage your trades, calculate lot, trailing, partial close and other functions. Lot Calculation Mode 0: Fixed Lot. Mode 1: Martingale Lot (1,3,5,8,13) you can use it in different way calculate when loss=1 ,when profit=0. Mode 2: Multiplier Lot (1,2,4,8,16) you can use it in different way calculate when loss=1 ,when profit=0. Mode 3: Plus Lot (1,2,3,4,5) you can use it in different way calculate when loss=1 ,when profit=0. Mode 4: SL/Risk Lot calculate based on
MetaCOT 2 CFTC ToolBox is a special library that provides access to CFTC (U.S. Commodity Futures Trading Commission) reports straight from the MetaTrader terminal. The library includes all indicators that are based on these reports. With this library you do not need to purchase each MetaCOT indicator separately. Instead, you can obtain a single set of all 34 indicators including additional indicators that are not available as separate versions. The library supports all types of reports, and prov
This is a simplified and effective version of the library for walk forward analysis of trading experts. It collects data about the expert's trade during the optimization process in the MetaTrader tester and stores them in intermediate files in the "MQL5\Files" directory. Then it uses these files to automatically build a cluster walk forward report and rolling walk forward reports that refine it (all of them in one HTML file). Using the WalkForwardBuilder MT5 auxiliary script allows building othe
Cryptocurrency analysis has never been easier with Crypto Charts for MetaTrader 5. Now, trading on BitMEX has never been easier with BitMEX Trading API for MetaTrader 5. BitMEX Trading API library was built to be as easy to use as possible. Just include the library into your Expert Advisor or Script, call the corresponding methods and start trading! Features Trade on BitMEX and BitMEX Testnet. Build and automate your strategies. Concern more with the trading strategy logic and less with the c
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A professional tool for trading - the divergence indicator between the RSI and the price, which allows you to receive a signal about a trend reversal in a timely manner or catch price pullback movements (depending on the settings). The indicator settings allow you to adjust the strength of the divergence due to the angle of the RSI peaks and the percentage change in price, which makes it possible to fine-tune the signal strength. The indicator code is optimized and is tested very quickly as par
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A professional tool for trading - the divergence indicator between the RSI and the price, which allows you to receive a signal about a trend reversal in a timely manner or catch price pullback movements (depending on the settings). The indicator settings allow you to adjust the strength of the divergence due to the angle of the RSI peaks and the percentage change in price, which makes it possible to fine-tune the signal strength. The indicator code is optimized and is tested very quickly as par
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A professional tool for trading - the divergence indicator between the  MACD and the price, which allows you to receive a signal about a trend reversal in a timely manner or catch price pullback movements (depending on the settings). The indicator settings allow you to adjust the strength of the divergence due to the angle of the  MACD peaks and the percentage change in price, which makes it possible to fine-tune the signal strength. The indicator code is optimized and is tested very quickly as
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A professional tool for trading - the divergence indicator between the RSI and the price, which allows you to receive a signal about a trend reversal in a timely manner or catch price pullback movements (depending on the settings). The indicator settings allow you to adjust the strength of the divergence due to the angle of the RSI peaks and the percentage change in price, which makes it possible to fine-tune the signal strength. The indicator code is optimized and is tested very quickly as par
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Description. The basis for the formation of the Renko chart is the price range. If the price goes beyond its limits, the chart shows a box above or below the previous one. As a result, we see price movement without additional "noise" and important support and resistance levels. Features. For use in conjunction with the Expert Advisor, an additional buffer is implemented-a box counter. For convenience and to increase the speed of testing, the user can use the "new box" event, which the indicato
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A professional tool for trading - the divergence indicator between the AO and the price, which allows you to receive a signal about a trend reversal in a timely manner or catch price pullback movements (depending on the settings). The indicator settings allow you to adjust the strength of the divergence due to the angle of the AO peaks and the percentage change in price, which makes it possible to fine-tune the signal strength. The indicator code is optimized and is tested very quickly as part
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A professional tool for trading - the divergence indicator between the RSI and the price, which allows you to receive a signal about a trend reversal in a timely manner or catch price pullback movements (depending on the settings). The indicator settings allow you to adjust the strength of the divergence due to the angle of the RSI peaks and the percentage change in price, which makes it possible to fine-tune the signal strength. The indicator code is optimized and is tested very quickly as par
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A unique professional tool is a divergence/convergence indicator between  MACD   and price, which allows you to receive a signal about a trend reversal in a timely manner or catch price pullback movements (depending on the settings). It is indispensable for those who trade divergences manually or with an Expert Advisor. The indicator settings allow you to adjust the strength of the divergence/convergence due to the angle of the  MACD   peaks and the percentage change in price, which makes it po
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A professional tool for trading - the divergence indicator between the WPR and the price, which allows you to receive a signal about a trend reversal in a timely manner or catch price pullback movements (depending on the settings). The indicator settings allow you to adjust the strength of the divergence due to the angle of the WPR peaks and the percentage change in price, which makes it possible to fine-tune the signal strength. The indicator code is optimized and is tested very quickly as par
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A professional tool for trading - the divergence indicator between the  Stochastic and the price, which allows you to receive a signal about a trend reversal in a timely manner or catch price pullback movements (depending on the settings). The indicator settings allow you to adjust the strength of the divergence due to the angle of the  Stochastic peaks and the percentage change in price, which makes it possible to fine-tune the signal strength. The indicator code is optimized and is tested ver
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A professional tool for trading - the divergence indicator between the MACD and the price, which allows you to receive a signal about a trend reversal in a timely manner or catch price pullback movements (depending on the settings). The indicator settings allow you to adjust the strength of the divergence due to the angle of the MACD peaks and the percentage change in price, which makes it possible to fine-tune the signal strength. The indicator code is optimized and is tested very quickly as p
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Description. Bill Williams fractal indicator. Unlike fractals in standard delivery, this indicator allows you to select the number of candles on both sides of the fractal and displays the position of fractals with lines from the moment they appear, which is very convenient both visually and when building a trading system. Allows you to determine the points of a potential trend reversal, the position of support and resistance levels. Input-parameters: LeftBars  = 2; RightBars = 2;
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The SuperTrend indicator is great for trend trading, determining price levels and patterns, and allows you to find the trend reversal point in a timely manner. This indicator is an analog of the Tradingview platform indicator of the Pine Script language. It can be used both as the main tool in the strategy, and together with other indicators. Input parameters: input int       AtrPeriod = 10 ; input double    Factor    = 3.0 ;
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A professional tool for trading - the divergence indicator between the  RVI and the price, which allows you to receive a signal about a trend reversal in a timely manner or catch price pullback movements (depending on the settings). The indicator settings allow you to adjust the strength of the divergence due to the angle of the  RVI peaks and the percentage change in price, which makes it possible to fine-tune the signal strength. The indicator code is optimized and is tested very quickly as p
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A unique professional tool is a divergence/convergence indicator between  MACD and price, which allows you to receive a signal about a trend reversal in a timely manner or catch price pullback movements (depending on the settings). It is indispensable for those who trade divergences manually or with an Expert Advisor. The indicator settings allow you to adjust the strength of the divergence/convergence due to the angle of the  MACD peaks and the percentage change in price, which makes it possib
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A professional tool for trading - the divergence indicator between the  OsMA and the price, which allows you to receive a signal about a trend reversal in a timely manner or catch price pullback movements (depending on the settings). The indicator settings allow you to adjust the strength of the divergence due to the angle of the  OsMA peaks and the percentage change in price, which makes it possible to fine-tune the signal strength. The indicator code is optimized and is tested very quickly as
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Description. Trend indicator. It also allows you to identify areas of the flat. Low-pass filter, has two filtering methods. It can be used both as the main tool in the strategy, and together with other indicators. Input-parameters: Method      = Method1;    //Method Type Alfa        = 0.2;        //Alfa, 0.0->1.0 Beta        = 0.8;        //Beta, 0.0->1.0 MethodSize  = 6;          //MethodSize_P, 1->infinity Price       = PRICE_OPEN; //Prices, Open High etc. HistCalc    = 0;          //Calc
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Kagi
Andrey Dik
Description. The basis for the formation of the Kagi chart is the price range, always the reverse of the movement. If the price goes beyond its limits, a box is displayed on the chart. Boxes are formed of different sizes and are always alternating, that is, after the "up" box, a "down" box will be built. Time is not involved in the construction. Features. For use in conjunction with the Expert Advisor, an additional buffer is implemented-a box counter. For convenience and to increase the speed
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A professional tool for trading - the divergence indicator between the AC and the price, which allows you to receive a signal about a trend reversal in a timely manner or catch price pullback movements (depending on the settings). The indicator settings allow you to adjust the strength of the divergence due to the angle of the AC peaks and the percentage change in price, which makes it possible to fine-tune the signal strength. The indicator code is optimized and is tested very quickly as part
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A unique professional tool is a divergence/convergence indicator between AC and price, which allows you to receive a signal about a trend reversal in a timely manner or catch price pullback movements (depending on the settings). It is indispensable for those who trade divergences manually or with an Expert Advisor. The indicator settings allow you to adjust the strength of the divergence /convergence due to the angle of the AC peaks and the percentage change in price, which makes it possible to
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A professional tool for trading - the divergence indicator between the AC and the price, which allows you to receive a signal about a trend reversal in a timely manner or catch price pullback movements (depending on the settings). The indicator settings allow you to adjust the strength of the divergence due to the angle of the AC peaks and the percentage change in price, which makes it possible to fine-tune the signal strength. The indicator code is optimized and is tested very quickly as part
FREE
A professional tool for trading - the divergence indicator between the AO and the price, which allows you to receive a signal about a trend reversal in a timely manner or catch price pullback movements (depending on the settings). The indicator settings allow you to adjust the strength of the divergence due to the angle of the AO peaks and the percentage change in price, which makes it possible to fine-tune the signal strength. The indicator code is optimized and is tested very quickly as part
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A professional tool for trading - the divergence indicator between the OsMA and the price, which allows you to receive a signal about a trend reversal in a timely manner or catch price pullback movements (depending on the settings). The indicator settings allow you to adjust the strength of the divergence due to the angle of the OsMA peaks and the percentage change in price, which makes it possible to fine-tune the signal strength. The indicator code is optimized and is tested very quickly as p
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AO Core is the core of the optimization algorithm, it is a library built on the author's HMA (hybrid metaheuristic algorithm) algorithm. This hybrid algorithm is based on a genetic algorithm and contains the best qualities and properties of population algorithms. High-speed calculation in HMA guarantees unsurpassed accuracy and high search capabilities, allows you to save the total time for optimization, where the best solution will be found in fewer iterations. The performance of this algori
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Javier Orlando Gomez Martinez
268
Javier Orlando Gomez Martinez 2024.01.22 08:36 
 

Zero support. Zero user interface. Zero documentation. Product not suitable for the end user, only for advanced programmers.

Andrey Dik
37101
Resposta do desenvolvedor Andrey Dik 2024.02.16 12:18
You have previously contacted me in personal correspondence. I'm glad I could assist you with testing the library. In our previous conversation, I mentioned the following: "The AO Core library assumes that the user has programming skills and can integrate the algorithm into their trading strategies and other programs." You expressed a desire for me to do another task for you and connect the library to your advisor. I recommend that you submit this request on a freelancing platform where someone can help you with this work. I'm sorry to hear that you had a negative impression of my support. I always strive to provide the best assistance to my clients. In light of this, I am preparing a video with detailed instructions that I hope will be helpful to you. Additionally, we are developing an additional product that will greatly simplify the usage of the AO Core library. Please keep in mind that just because something is unclear or requires additional guidance doesn't mean that the product is bad. It's possible that some features may need further explanation or getting accustomed to. I'm confident that with our help, you will be able to successfully utilize the AO Core library. If you have any further questions or need additional assistance, please don't hesitate to reach out. I'm always ready to help you. An article with an example of connecting and using the AO Core library:
https://www.mql5.com/ru/articles/14183
LUIS ALBERTO BIANUCCI
645
LUIS ALBERTO BIANUCCI 2024.01.15 02:03 
 

Hello, I have to congratulate you for allowing me to purchase this application, excellent service from every point of view. Thank you.!!!

Loritos
184
Loritos 2023.07.15 21:09 
 

O usuário não deixou nenhum comentário para sua avaliação

Andrey Dik
37101
Resposta do desenvolvedor Andrey Dik 2023.07.15 21:40
Thank you so much for your feedback!
Responder ao comentário
Versão 1.8 2023.07.14
performance improvement
Versão 1.6 2023.02.08
Search quality has been improved.
Versão 1.5 2023.01.31
1. Increased the speed of the library.
2. The scheme of checking for duplicates has been improved.