DESIGN OF CRYPTOCURRENCY PRICE DYNAMICS FORECASTING SYSTEM BASED ON TECHNICAL ANALYSIS METHODS AND ARTIFICIAL INTELLIGENCE
DOI:
https://doi.org/10.34185/1991-7848.itmm.2026.01.033Keywords:
Design, Information System, UML, Web Platform, Cryptocurrencies, Forecasting, Artificial Intelligence, Technical AnalysisAbstract
Abstract The report presents the design process of a specialized web platform intended for the visualization and forecasting of price dynamics in the cryptocurrency market. The research aim is to develop the information system architecture using object-oriented modeling methodology.
In the course of the study, a detailed analysis of the subject area was conducted, and existing forecasting methods based on artificial intelligence and technical analysis were reviewed. Using the StarUML CASE tool and the UML language, a comprehensive system model was developed: functional requirements were defined (use case diagram), the static structure was formed (class diagram), and the dynamic behavior was described (sequence and state diagrams). Particular attention was paid to the design of the deployment architecture and the database structure.
The practical significance of the results lies in creating a theoretical and model-based foundation for the subsequent software implementation of analytical tools. The developed model can serve as a basis for creating real-world web services targeting crypto traders and financial analysts, contributing to more effective decision-making in volatile digital markets.
References
Booch, G., Rumbaugh, J., & Jacobson, I. (2020). UML 2.0: Object-Oriented Analysis and Design. 2nd ed. Kyiv: Dialektyka. 736 p. [in Ukrainian] [https://www.pearson.com/store/p/uml-2-user-guide/P100001277745]
Fowler, M. (2019). UML Distilled: A Brief Guide to the Standard Object Modeling Language. 3rd ed. Lviv: Svit. 192 p. [in Ukrainian] [https://www.informit.com/store/uml-distilled-a-brief-guide-to-the-standard-object-modeling-language-3rd-edition-9780321193681]
Larman, C. (2018). Applying UML and Patterns: An Introduction to Object-Oriented Analysis and Design and Iterative Development. Kyiv: Williams. 736 p. [in Ukrainian] [https://www.informit.com/store/applying-uml-and-patterns-an-introduction-to-object-oriented-analysis-and-design-and-iterative-development-9780131489066]
StarUML. StarUML Documentation. Available at: [URL https://staruml.io/docs/] (Accessed: 10 November 2023).
Object Management Group (OMG). (2017). Unified Modeling Language (UML) Specification Version 2.5.1. Available at: [URL https://www.omg.org/spec/UML/] (Accessed: 11 November 2023). [in Ukrainian].
