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


评分 3
LUIS ALBERTO BIANUCCI
1093
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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该库旨在提供一种尽可能简单的方法,直接在MetaTrader上使用OpenAI的API。 要深入了解库的潜力,请阅读以下文章: https://www.mql5.com/en/blogs/post/756098 The files needed to use the library can be found here: Manual 重要提示:要使用EA,需要添加以下URL以允许访问OpenAI API  如附图所示 要使用该库,需要包含以下Header,您可以在以下链接找到:  https://www.mql5.com/en/blogs/post/756108 #import "StormWaveOpenAI.ex5" COpenAI *iOpenAI(string); CMessages *iMessages(void); CTools *iTools(void); #import 这就是您需要的所有信息,以便轻松使用该库。 以下是如何轻松使用该库并与OpenAI的API交互的示例 #include <StormWaveOpenAI.mqh>       //--- 包含用于AP
Kaseki
Ben Mati Mulatya
The Hybrid Metaheuristic Algorithm (HMA) is a cutting-edge optimization approach that combines the strengths of genetic algorithms with the best features of population-based algorithms. Its high-speed computation ensures unparalleled accuracy and efficient search capabilities, significantly reducing the total time required for optimization while identifying optimal solutions in fewer iterations. HMA outperforms all known population optimization algorithms in both speed and accuracy. Use Cases AO
近段时间买家运行良好,但同时也有朋友担心: 1、EA测试回测数据的真实性; 2、回测效果好不代表实测效果好,而免费演示版的可测试时间太短,无法判断EA的实用性。 针对以上问题,现推出一个完美的解决方案,直接给到限定时间的测试版本,需要的可以私信留言,或者聊天窗口找我,看到后会发送测试版本过来。 此外,为了方便部分已购买源代码的客户熟悉了解代码,进一步优化和提升空间,并且让更多的有意向的客户了解这个EA的编辑逻辑,特将代码拆解,不定期的讲解基本思路,跟着走即便是小白也可以快速上手,以便后续购买源代码后快速上手优化! 知乎专栏: Day01:初始MQL5量化系统 - quanter的文章 - 知乎 https://zhuanlan.zhihu.com/p/1969031679428530490 Wordpress个人网站: https://quanter001.wordpress.com/ 如有任何问题,欢迎邮件沟通:quanter001@163.com ****************************************************************
该产品已经开发了 3 年,它是 MQL5 编程语言中最先进的人工智能和机器学习代码库。它已被用于创建多个基于 AI 的交易机器人和指标,适用于 MetaTrader 5。 这是一个高级版,基于免费开源的 MQL5 机器学习项目,链接如下:  https://github.com/MegaJoctan/MALE5 。免费版本功能较少,文档较少,维护不足,仅适用于小型 AI 模型。 该高级版包含您编写 AI 交易机器人的所有必需工具。 为什么要购买此库? 非常易于使用,代码语法友好,类似于 Python 的流行 AI 库,如 Scikit-learn、TensorFlow 和 Keras。 文档齐全,提供丰富的视频、示例和文档,帮助您快速上手。 计算优化,性能优越,运行方式类似普通 EA。  无需额外依赖,无需 DLL 文件,所有内容可编译为单一 .EX5 文件,便于测试和分发。 全天候技术支持,我将提供帮助,确保您正确使用,并在问题出现时协助修复。  谁适合使用此库? 具有基本机器学习和 AI 知识的用户。 机器学习爱好者,特别是来自 Python ML 社区的开发者。 MQL5 中级
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。
【黄金智能交易EA|风控稳守,盈利突围】 专为黄金波动特性定制的智能交易EA,以硬核交易系统为核心,每笔下单均源自量化模型对行情趋势、支撑压力的精准研判,杜绝主观干扰,让交易决策更客观高效。 搭载多维风控体系,动态止损止盈+仓位智能调控双保险,严格锁定单笔风险阈值,即便面对黄金跳空、黑天鹅行情,也能有效规避大幅回撤,守护本金安全。 更具备浮盈加仓智能算法,趋势明朗时自动放大盈利头寸,让利润在顺势中滚动增长,既不浪费单边行情红利,又通过阶梯式加仓策略平衡风险与收益,实现“风控打底,盈利上不封顶”的交易闭环! 本款EA历经38次修改与测试,每一次升级都境加了EA的稳定盈利能力,才最终确定此为终极版本发布。 本款EA目前只针对现货黄金 交易的长期回测和实盘验证,按照下图设置实现长期的稳定 盈利。如果需要交易期它品种,请根据实际情况更改设置。 本EA为阶梯定价,每卖出10份价格增加10%
SniperkickEA
Mohamed Maguini
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
LSTM Library
Thalles Nascimento De Carvalho
LSTM Library - MetaTrader 5的高级神经网络 专业算法交易神经网络库 LSTM Library为您的MQL5交易策略带来递归神经网络的强大功能。这个专业级实现包括LSTM、BiLSTM和GRU网络,具有通常只在专业机器学习框架中才能找到的高级功能。 "交易机器学习成功的秘诀在于正确的数据处理。 垃圾进,垃圾出 –您的预测质量永远不会超过您的训练数据质量。" — 马科斯·洛佩兹·德·普拉多博士, 金融机器学习进展 主要特点 完整实现LSTM、BiLSTM和GRU 递归Dropout实现更好的泛化 多种优化算法(Adam, AdamW, RAdam) 高级归一化技术 全面的指标评估系统 训练进度可视化 支持通过类权重处理不平衡数据 技术规格 纯MQL5实现 - 无外部依赖 为交易应用程序优化 全面的错误处理和验证 完全支持保存/加载训练模型 详尽的文档 集成说明 要将LSTM Library集成到您的Expert Advisor中,请按照以下步骤操作: 1. 完整库导入 #import "LSTM_Library.ex5"    // 库信息    void Get
本 EA 专为震荡 / 横盘行情设计。 在设定区间内自动补单交易 EA 仅在 预先设定的价格区间内运行 。 当订单平仓、成交、取消后(单数量少了),EA 会自动补充新的订单,以维持交易策略的持续运行。 您以通过 Max Orders 来控制最大订单数量。 示例: 最大订单数(Max Orders):8 当前持仓订单:2 单 挂单 Buy Limit:6 单 在这种情况下,EA 不会继续下新单。 只有当订单 平仓、成交 、 取消 后,EA 才会 自动补单 ,持续捕捉 震荡行情 中的利润。 注意: Buy Limit 订单 只会挂在当前市场价格的下方 。 产品参数说明 Trade Symbol : 交易品种  XAUUSD、USDJPY、BTCUSD 等等... 区间设置 Zone Low :区间下边界 Zone High :区间上边界 说明: 例如,您将黄金的交易区间设定为: Zone Low :4420 Zone High :4455 EA 只会在该价格区间内挂单并自动交易。 当价格突破区间范围时,EA 将停止交易。 当价格回到区间内,EA 会自动恢复交易。 订单设置
本 EA 专为震荡 / 横盘行情设计。 在设定区间内自动补单交易 EA 仅在 预先设定的价格区间内运行 。 当订单平仓、成交、取消后(单数量少了),EA 会自动补充新的订单,以维持交易策略的持续运行。 您可以通过 Max Orders 来控制最大订单数量。 示例: 最大订单数(Max Orders):8 当前持仓订单:2 单 挂单 Sell Limit:6 单 在这种情况下,EA 不会继续下新单。 只有当订单 平仓、成交 、 取消 后,EA 才会 自动补单 ,持续捕捉 震荡行情 中的利润。 注意: Sell Limit   订单 只会挂在当前市场价格的上方 。 产品参数说明 Trade Symbol : 交易品种  XAUUSD、USDJPY、BTCUSD 等等... 区间设置 Zone Low :区间下边界 Zone High :区间上边界 说明: 例如,您将BTCUSD的交易区间设定为: Zone Low : 92000 Zone High : 94500 EA 只会在该价格区间内挂单并自动交易。 当价格突破区间范围时,EA 将停止交易。 当价格回到区间内,EA 会自动恢复
SmartStructureLib — Smart Money Concepts Engine for MQL5 Developers SmartStructureLib is a professional-grade MQL5 library that gives developers a complete Smart Money Concepts calculation engine they can embed directly into any Expert Advisor or indicator. Instead of building SMC detection logic from scratch, you include one file and call clean, readable methods that handle all the heavy lifting behind the scenes. The library is built around seven focused modules. The Structure Engine detects B
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.
ModernUI Library
Levi Dane Benjamin
适用于 MetaTrader 5 的 ModernUI 库 ModernUI 是一个用于 MetaTrader 5 的图表内用户界面库。它可以帮助 MQL5 开发者在 MT5 图表环境中构建更清晰的 EA 面板、仪表盘、设置窗口、表单、表格、对话框、抽屉式面板以及紧凑型交易风格界面。 它适合希望获得比零散图表对象更专业的界面层,同时仍然完全掌控自己 EA、指标或工具逻辑的开发者。 Modern UI - 用户指南   | EA 示例演示 你可以构建什么 ModernUI 并不局限于某一种面板类型。它为你提供了一个可复用的界面层,几乎可以用于任何你想在 MetaTrader 5 图表中构建的工具。 你可以用它创建简单的设置界面、紧凑型交易面板、完整仪表盘、数据视图、控制面板、账户工具、流程界面、监控界面、实用工具窗口、商业 EA 前端界面等等。 随附的演示展示了几个实用示例,但它们只是起点。如果你的 MQL5 项目需要按钮、输入框、表格、对话框、标签页、抽屉面板、图表、状态区域,或需要一种更清晰的方式在图表上展示信息,ModernUI 都可以为你提供构建模块。 主要功能 适用于 Me
Binance Library MetaTrader 5 connects your Expert Advisors, indicators, and scripts to Binance.com and Binance.US directly from MetaTrader 5. It is a developer library for building custom Binance integrations inside MT5, not a standalone trading robot or copier. The library helps you add Binance instruments to Market Watch, read symbol specifications, load current and historical market data, check wallet balances, manage orders, and track open positions. It supports Spot, USD-M futures, and COI
MetaCOT 2 CFTC ToolBox MT5
Vasiliy Sokolov
3.4 (5)
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
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
本服务程序下载后,将作为 Dom BookHeatMAP Lightning Trading Panel 的服务支持程序使用。 Dom BookHeatMAP Lightning Trading Panel   下载地址: https://www.mql5.com/zh/market/product/159414?source=Site+Market+MT5+Search+Rating006%3aDom+BookHeatMAP+Lightning+Trading+Panel 请您先将下载的文件拖拽至 MT5 数据目录下的对应服务文件夹( `MQL5\Services`)内,并确认文件已成功放置。随后,双击运行启动服务,系统将自动加载相关组件并初始化服务环境。 具体操作位置详见截图:按照截图所示流程完成启动后,Dom BookHeatMAP Lightning Trading Panel 的主界面将正常显示,此时您即可启用其全部功能,体验高效、流畅的 DOM 闪电交易服务,包括实时深度图热力图监控和快速订单执行等核心特性。 请注意,为保障交易系统稳定运行,务必确保该服务程序中设置的交
GetFFEvents MT5 I tester capability
Hans Alexander Nolawon Djurberg
Want to get all events like Previous/Forecast/Actual values for each news to analyze/predict it? By this simple library you can do it easily,Just import/integrate the library into your system,then get all possible values for each news   Even In Strategy Tester   . Note: Please add the address " https://www.forexfactory.com/ " of news feed at your MT5 tab > Tools > Options > Expert Advisors > Check Allow web request for listed URL. Since the WebRequest() function can't be called from indicator ba
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
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
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Renko Box
Andrey Dik
5 (1)
描述。 Renko图表形成的基础是价格范围。 如果价格超出其限制,图表显示一个框高于或低于前一个。 因此,我们看到价格走势没有额外的"噪音"和重要的支撑和阻力水平。 特征。 为了与专家顾问一起使用,实现了一个额外的缓冲区-一个盒子计数器. 为了方便和提高测试速度,用户可以使用"新框"事件,指示器在出现新框时生成该事件。 您可以设置"反转"框的大小。 无论测试开始点如何,指标始终构建相同。 没有"重绘"。 一旦到了那里,拳击就不会再改变了。 无论从哪里启动,它都将被绘制相同。 输入参数: RenkoBoxSize    = 20;  //Box size ReversBcnt      = 2;   //Box's for reverse RenkoBoxDrawCNT = 100; //Box's for draw Price           = bid; //bid, ask, (ask+bid)/2 RenkoBoxEventId = 123; //Box's event
FREE
RSI Divergence F
Andrey Dik
5 (3)
一个专业的交易工具是RSI和价格之间的背离指标,它允许您及时收到关于趋势反转的信号或捕捉价格回调走势(取决于设置)。 指标设置允许您根据RSI峰值的角度和价格的百分比变化来调整发散的强度,这使得微调信号强度成为可能。 指标代码经过优化,并作为Ea交易的一部分进行了非常快速的测试。  指标不重绘,交易方向的箭头正好位于信号出现的位置--在柱的开口处。 Fractal True . PeriodRSI_P     = 14 ;           //Period IndentFrom50_P  = 10.0 ;         //Indent +- from 50 [0...50] LeftBars_P      = 1 ;           //LeftBars RightBars_P     = 1 ;           //RightBars IndDivForce_P   = 15.0 ;         //Divergences force of indicator (not for the Lite version) PriceDivForce_P = 0.01
FREE
AO Divergence F
Andrey Dik
5 (2)
專業的交易工具 - AO 和價格之間的背離指標,讓您及時接收趨勢反轉的信號或捕捉價格回調(取決於設置)。指標設置允許您調整由於 AO 峰值的斜率和價格變化的百分比而導致的背離強度,從而可以微調信號的強度。作為 EA 的一部分,指標代碼經過非常快速的優化和測試。 指標不會重新繪製,交易方向的箭頭正好位於信號出現的位置 - 在柱的開盤處。 Fractal True FastPeriod_P    = 5 ;               //Fast period SlowPeriod_P    = 34 ;             //Slow period LeftBars_P      = 1 ;               //LeftBars RightBars_P     = 1 ;               //RightBars IndDivForce_P   = 15.0 ;           //Divergences force of indicator (not for Lite version) PriceDivForce_P = 0.01 ;       
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
筛选:
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
72933
来自开发人员的回复 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
1093
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
72933
来自开发人员的回复 Andrey Dik 2023.07.15 21:40
Thank you so much for your feedback!
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