# Genetic Algorithms — search and optimisation method > Optimization method based on natural selection and heredity mechanisms. (iPhone/iPad app by Ilona Kosinska.) - Source: https://appshunter.io/ios/app/genetic-algorithms/id1571375136 (this page in markdown: same URL + `.md`) - Developer: [Ilona Kosinska](https://appshunter.io/developer/1538804529) - Category: Education, Utilities - Price: Free - Rating: 5.00/5 from 1 App Store ratings · 1 written reviews indexed - Age rating: 4+ - Requires: iOS 12.0 · 20 MB - Languages: English, French, German, Italian, Japanese, Korean, Polish, Portuguese, Russian, Chinese and 3 more - Released: 2024-03-23 - Data updated: 2026-06-25 - Monetization: free - User reviews in markdown: https://appshunter.io/ios/app/genetic-algorithms/id1571375136/reviews.md ## What is Genetic Algorithms? Genetic algorithms are one of the search and optimisation methods. The aim of optimisation is to increase efficiency in reaching a certain optimal value. Genetic algorithms are based on the mechanisms of natural selection and heredity. The basic genetic algorithm is built from three operations: reproduction, crossing, and mutation. Genetic algorithms operate on populations of coding sequences and use random selection rules to search for the global optimal value. However, these random rules are defined to give the appropriate direction of the search (through various selection mechanisms or scaling of fitness functions). This basic procedure is enhanced by certain genetic manipulations, such as those seen in nature. They include the mechanisms of dominance, diploidy, inversion, and other reconfiguration mechanisms that occur at the chromosome level. Users can design textual or graphical scaling patterns for the fitness function and then use them in simulations. The application also provides a preliminary analysis of statistical data concerning the distribution of the fitness function in the population. The program allows the user to compare non-random procedures (e.g. scaling of fitness functions) by using the same pseudorandom sequence (for procedures requiring randomization, such as selection, etc.) in successive simulations. In order to better visualize the genetic processes taking place during the simulation, some of them are presented to the user using animations. Additionally, some of the data obtained from simulations can be saved and shared. ## Key features - Natural selection and heredity mechanisms - Reproduction, crossing, and mutation operations - Design fitness function scaling patterns - Preliminary statistical data analysis - Visualize genetic processes with animations - Save and share simulation data ## Recent user reviews (1 of 1) All indexed reviews: https://appshunter.io/ios/app/genetic-algorithms/id1571375136/reviews.md ### 5/5 — Good *2025-08-29* Pls add a visualization with particles or cells ## Frequently asked questions about Genetic Algorithms ### What is the learning methodology of Genetic Algorithms? Genetic Algorithms is an educational tool that teaches optimization methods by simulating natural selection and heredity. Users can design fitness functions and observe genetic processes through animations, aiding in understanding complex computational concepts. ### How does Genetic Algorithms track user progress? The application provides preliminary analysis of statistical data concerning the distribution of the fitness function in the population. Users can also save and share simulation data, allowing for review and comparison of outcomes. ### Does Genetic Algorithms offer certifications? This application is designed for learning and simulation purposes and does not offer formal certifications upon completion of its educational content. ### What devices is Genetic Algorithms available on? Genetic Algorithms is available on iPhone, iPad, and iPod devices, making it accessible for users on various Apple mobile platforms. ### What is the age rating for Genetic Algorithms? Genetic Algorithms has an age rating of 4+, indicating it is suitable for children and adults alike, with no mature content. ### How often is Genetic Algorithms updated? The application was last updated on October 16, 2025, with version 1.4. This suggests a recent update, though the frequency of future updates is not specified. ### Does Genetic Algorithms have ads? No, Genetic Algorithms is ad-free, providing an uninterrupted learning experience for users. ### What do users like about Genetic Algorithms? Based on the single rating, the app has received a perfect 5.0 stars, suggesting users find it valuable for its educational content and simulation capabilities. ## Version history (last 5 releases) ### 1.5 — 2026-06-12 This version has corrected errors and the presentation of some data, whose stochastic properties can be analyzed in more detail (in a separate application dedicated to stochastic analysis). References to this application and an explanation of how to transfer data to it are included in the program. This version also includes further UI improvements that provide better usability on iOS 26. ### 1.4 — 2025-10-16 This version primarily includes user interface improvements such as landscape orientation for iPads and those that provide better functionality on iOS 26. This version also includes minor fixes (such as feature description corrections, etc.). ### 1.3 — 2025-02-16 This version includes bug fixes and a new app feature. ### 1.2 — 2025-02-05 Portuguese and Korean language versions have been added. This version fixes bugs and adds new application features. ### 1.1 — 2024-10-07 This release includes bug fixes. Improved user interface, fixes especially important when running apps on Mac (designed for iPad). ## More apps by Ilona Kosinska - [DifferentiationCalculator](https://appshunter.io/ios/app/differentiationcalculator/id1538804527) - [Stochastic Processes](https://appshunter.io/ios/app/stochastic-processes/id6737203969) All apps by Ilona Kosinska: https://appshunter.io/developer/1538804529 --- *Data collected daily from the US App Store and indexed by [AppsHunter](https://appshunter.io/). User reviews are verbatim App Store reviews. Ratings, prices and chart positions refresh continuously; this snapshot is from 2026-06-25.*