AO Core

3.67

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

Pay attention to the MT5 Optimization Booster product, which makes it very easy to manage the regular MT5 optimizer.

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!

Please do not buy the library if you do not fully understand what to do with it and how to use it. 

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


レビュー 3
LUIS ALBERTO BIANUCCI
1068
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 
 

Excellent library, well organised and useful.The HMA algorithm is amazing. I recommend this library. Andrey provides support for all my questions.

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********主な取引であるXAUSDは、テストの際、XAUSDに調整することを提案し、他の取引標的は利益効果を保証できない******** テストが必要な場合はメッセージを残してください(見たらすぐに返信します)、仕事の成果を保護するためには、特定のパラメータを入力する必要があります、システムのデフォルトのパラメータはスクリーンショットを元に戻す効果を実現できません! テストが必要な場合はメッセージを残してください(見たらすぐに返信します)、仕事の成果を保護するためには、特定のパラメータを入力する必要があります、システムのデフォルトのパラメータはスクリーンショットを元に戻す効果を実現できません! テストが必要な場合はメッセージを残してください(見たらすぐに返信します)、仕事の成果を保護するためには、特定のパラメータを入力する必要があります、システムのデフォルトのパラメータはスクリーンショットを元に戻す効果を実現できません! ***************************************************************************
この製品は過去3年間にわたって開発されてきました。MQL5プログラミング言語で人工知能や機械学習コードを扱うための最も高度なコードベースです。MetaTrader 5でAI搭載のトレーディングロボットやインジケーターを多数作成するために使用されています。 これは、MQL5向けの機械学習に関する無料のオープンソースプロジェクトのプレミアムバージョンです。こちらからアクセスできます:  https://github.com/MegaJoctan/MALE5 。無料版は機能が少なく、ドキュメントも不足しており、メンテナンスも不十分です。小規模なAIモデル向けに設計されています。 このプレミアム製品には、AI搭載のトレーディングロボットを効率的にコーディングするために必要なすべてが含まれています。 このライブラリを購入すべき理由は? 非常に使いやすい。コードの構文は直感的で、PythonのScikit-learn、TensorFlow、Kerasなどの人気AIライブラリに似ています。 充実したドキュメント。多くの動画、サンプル、ドキュメントが用意されており、すぐに始められます。 計算効率に優れ
Shawrie
Kevin Kipkoech
This Pine Script implements a Gaussian Channel + Stochastic RSI Strategy for TradingView . It calculates a Gaussian Weighted Moving Average (GWMA) and its standard deviation to form an upper and lower channel. A Stochastic RSI is also computed to determine momentum. A long position is entered when the price closes above the upper Gaussian band and the Stoch RSI K-line crosses above D-line . The position is exited when the price falls back below the upper band. The script includes commission, cap
Bookeepr
Marvellous Peace Kiragu
Bookeepr is an advanced MQL5 trading bookkeeping software that automates trade logging, tracks real-time P&L, and integrates a ledger-style financial system for deposits, withdrawals, and expenses. It supports multi-currency assets , generates detailed performance reports , and provides risk management tools to help traders optimize their strategies. With secure cloud storage, exportable reports, and seamless MetaTrader 5 integration , Bookeepr ensures accurate, transparent, and hassle-free fina
快速关仓,无需任何操作。 当前版本的一键关仓主要针对的是来不及手动关仓的情况,目前是不分交易标的类别,是对所有的持仓进行关仓。 未来可能升级的方向: 1、分类别、分标的关仓。 适用场景:开了多个标的的仓位,并且波动不一,快速频繁的波动影响了整体的判断。 2、增加只关闭盈利仓位、只关闭亏损仓位。 适用场景:持仓较多,趋势发生变化。 个人建议:一般建议选择一键全部关仓,因为如果行情与持仓方向一致,只关闭盈利仓位无形就是扩大了亏损。如果行情方向与持仓方向相反,只关闭亏损仓位,当前已盈利的后面又会变为亏损,盈利无法变现。 3、按照仓位顺序由大到小关仓、按照仓位顺序由小到大关仓。 适用 场景:行情发生波动,对于未来行情判断把握不确定的,可根据自己需求选择仓位关仓顺序,由大到小关仓的话,可以避免亏损的进一步扩大。 4、减小仓位量,保持绝对的安全距离。 适用 场景:对未来趋势相对确定,不想错过当前行情,但是认为当前持仓体量又有点大,想降低仓位。
[Gold Intelligent Trading EA | Risk Control is Steady, Profit Breakthrough] The intelligent trading EA, which is customized for the fluctuation characteristics of gold, takes the hard-core trading system as the core, and each order is derived from the accurate judgment of market trends and supporting pressures by quantitative models, so as to eliminate subjective interference and make trading decisions more objective and efficient. Equipped with multi-dimensional risk control system, dynamic s
Questo Expert Advisor (EA) è stato progettato per offrire un'esperienza di trading automatizzata di alto livello, adatta sia ai trader principianti che a quelli esperti. Utilizzando algoritmi avanzati e tecniche di analisi del mercato, l'EA è in grado di identificare opportunità di trading redditizie con precisione e velocità. L'EA è configurabile per operare su vari strumenti finanziari, tra cui forex, indici e materie prime, garantendo una flessibilità senza pari. Le caratteristiche princip
First contact Telegram - @BerlinOG for more files and installation The   Telegram Signal EA   is a powerful tool designed to bridge your Telegram communications with your MetaTrader 5 (MT5) charts. It enables you to display messages from your Telegram channels, groups, and private chats directly on your MT5 charts as comments. This integration simplifies the process of monitoring trading signals and important messages while you're actively trading. Features Real-time Message Display : View mes
LSTM Library
Thalles Nascimento De Carvalho
LSTM Library - MetaTrader 5用高度神経ネットワーク アルゴリズム取引のためのプロフェッショナル神経ネットワークライブラリ LSTM Libraryは、MQL5の取引戦略にリカレントニューラルネットワークのパワーをもたらします。このプロフェッショナルレベルの実装には、通常は専門的な機械学習フレームワークでしか見られない高度な機能を備えたLSTM、BiLSTM、GRUネットワークが含まれています。 "トレーディングにおける機械学習の成功の秘訣は、適切なデータ処理にあります。 Garbage In, Garbage Out –予測の品質はトレーニングデータの品質を超えることはありません。" — マルコス・ロペス・デ・プラド博士, Advances in Financial Machine Learning 主な機能 LSTM、BiLSTM、GRUの完全実装 より良い一般化のためのリカレントドロップアウト 複数の最適化アルゴリズム(Adam、AdamW、RAdam) 高度な正規化テクニック 包括的な評価指標システム トレーニング進捗の可視化 クラス重みによる不均衡デー
Automatic Replenishment Trading Within a Defined Range The EA operates only within the predefined price range . When an order is closed, filled, or cancelled (reducing the total number of orders), the EA will automatically place new orders to maintain the continuous operation of the trading strategy. This EA is designed for ranging / sideways market conditions . You can control the total number of orders using Max Orders . Example: Max Orders: 8 Active trades: 2 Pending Buy Limit orders: 6 In t
Automatic Replenishment Trading Within a Defined Range The EA operates   only within the predefined price range . When an order is   closed, filled, or cancelled   (reducing the total number of orders), the EA will   automatically place new orders   to maintain the continuous operation of the trading strategy. This EA is   designed for ranging / sideways market conditions . You can control the total number of orders using   Max Orders . Example: Max Orders:   8 Active trades:   2 Pending Sell L
WalkForwardOptimizer MT5
Stanislav Korotky
3.78 (9)
WalkForwardOptimizer library allows you to perform rolling and cluster walk-forward optimization of expert advisers (EA) in MetaTrader 5. To use the library include its header file WalkForwardOptimizer.mqh into your EA source code, add call provided functions as appropriate. Once the library is embedded into EA, you may start optimization according to the procedure described in the User guide . When it's finished, intermediate results are saved into a CSV file and some special global variables.
After downloading this service program, it will be used as a service support program for Dom BookHeatMAP Lightning Trading Panel. Dom BookHeatMAP Lightning Trading Panel   download link: https://www.mql5.com/zh/market/product/159414?source=Site+Market+MT5+Search+Rating006%3aDom+BookHeatMAP+Lightning+Trading+Panel Please first drag and drop the downloaded file to the corresponding service folder (` MQL5 \ Services `) in the MT5 data directory, and confirm that the file has been successfully pla
このライブラリを使用すると、任意の EA を使用して取引を管理でき、説明に記載されているスクリプト コードを使用して任意の EA に簡単に統合でき、完全なプロセスを示すビデオのデモ例も利用できます。 - 指値注文、SL 指値注文、利食い指値注文の発行 - マーケット、SLマーケット、TPマーケットの注文を行う - 指値注文の変更 - 注文をキャンセルする - 注文のクエリ - レバレッジ、マージンの変更 - 位置情報の取得 もっと... MT5 に Binance チャートがない場合を除き、暗号チャートのレンタルはオプションです。 スクリプトのデモについては、 ここをクリックしてください トレーディングパネルでの取引をご希望の場合は、 この製品に興味があるかもしれません
Native Websocket
Racheal Samson
5 (6)
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 Web Socket Connections from a single program. Various Log Levels for error tracing Can be synchronized to MQL5 Virtual Hosting . Completely native t
Here   is   the   English translation   of   your   description   for   the EA   (Expert   Advisor): --- This   is a   time -based   automatic trading   EA . It allows   you   to   set the   exact   time   for trading , down   to   the   second , and   specify the   maximum number   of   orders . You   can choose   to   place   either   buy   or   sell   orders . It   is possible to   set take   profit and   stop   loss   points . Additionally , you can   specify   how   long after   placing  
突破交易策略:智能风控系统升级版‌ 当价格突破关键阻力位时,往往意味着趋势的质变时刻。我们的突破交易策略通过三重智能系统——‌动态阈值识别‌、‌量能验证机制‌和‌自适应止损算法‌,帮助交易者精准捕捉这些跃迁机会。 ‌核心优势‌: ‌智能预警‌:实时监测200+技术指标,自动标记潜在突破位 ‌风险对冲‌:突破失败时自动触发0.5秒内止损,保护本金安全 ‌多周期验证‌:结合日线/4小时/1小时数据过滤假信号 ‌实战案例‌: 2025年第二季度,该策略在现货黄金市场实现连续23次有效突破,平均持仓周期缩短至4.7小时,收益率达传统趋势策略的3.2倍。 ‌智能风控系统‌: ‌动态止盈‌:根据ATR指标自动调整止盈位,锁定利润的同时保留上行空间 ‌分级止损‌:首次突破失败后自动切换至1:1盈亏比保护模式,二次突破确认后恢复原策略 本EA依下图设置做黄金1小时图线,经长时期实盘验证年利润达到30多倍,修改参数可以用作比特币和纳斯达克指数都有很好的收益。
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 s
Friends, join us! Ask questions and connect with like-minded traders: MetaCOT Public Group MetaCOT Information Channel: news, CFTC reports, and signals: MetaCOT Channel Here’s to successful trading and new profitable signals for us all! Attention! Recently, certain countries have been blocking access to the cftc.gov website. As a result, users in these countries are giving the product low ratings. MetaCOT has always adhered to the highest quality standards and is in no way associated with th
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
Order Book, known also as Market Book, market depth, Level 2, - is a dynamically updated table with current volumes of orders to buy and to sell specific financial instument at price levels near Bid and Ask. MetaTrader 5 provides the means for receiving market book from your broker, but in real time only, without access to its history. The library OrderBook History Library reads market book state in the past from archive files, created by OrderBook Recorder . The library can be embedded into you
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 co
作者のその他のプロダクト
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 indicator
FREE
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
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
FREE
Dear traders and investors! We present to you the MT5 Optimization Booster – an innovative product that will revolutionize your optimization experience on MetaTrader 5! The MT5 Optimization Booster is based on the innovative Quantum Swap Protocol (QSP) algorithm – a unique proprietary optimization strategy that forms the core of the product and elevates the process of finding optimal solutions to a new level. After the purchase , be sure to contact me . The product is designed to enhance the ca
フィルタ:
Javier Orlando Gomez Martinez
361
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
68209
開発者からの返信 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
1068
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 
 

Excellent library, well organised and useful.The HMA algorithm is amazing. I recommend this library. Andrey provides support for all my questions.

Andrey Dik
68209
開発者からの返信 Andrey Dik 2023.07.15 21:40
Thank you so much for your feedback!
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