Browsing by Author "Zhadan, Artem A."
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Item Multi-Agent System for Reconstruction Constructive Models of Stochastic Fractal Time Series(CEUR-WS Team, Aachen, Germany, 2025) Shynkarenko, Viktor I.; Zhadan, Artem A.; Halushka, Oleksandr V.ENG: In previous works, the theoretical tools for constructive-synthesizing modeling of deterministic and of genetic algorithm. To evaluate the effectiveness of these tools, a single-threaded software solution has been developed for reconstructing constructive models of given time series. Despite the positive results obtained, problems were identified with the time characteristics of the restoration process, especially in series with a complex generative model. In this study, agents-oriented programming tools are used to increase the time efficiency of the computing process, without which it is almost impossible to restore stochastic series. Experimental studies on the reconstruction of model fractal time series with evaluation by the set of indicators of time efficiency have been conducted. The indicators of timing characteristics of both single-threaded and agent-based software solutions are determined. One of the inventions in the work is the proposed method of comparing model and reconstruction stochastic time series based on several reconstructed and specified time series.