Modeling competing artificial intelligence systems for energy and users

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dc.contributor.authorLande, Dmitry V.
dc.contributor.authorDanyk, Yuriy
dc.date.accessioned2026-02-25T09:01:43Z
dc.date.available2026-02-25T09:01:43Z
dc.date.issued2025
dc.description.abstractThe article addresses the problem of modeling competition between two artificial intelligence systems (AI-1 and AI-2) that interact within a shared environment under limited resources such as users and energy. The study focuses on analyzing the strategic behavior and adaptability of these systems, as well as their impact on competitive outcomes through mathematical models and methods, including differential equations, the Lancaster model, and Boyd cycles (OODA-loop). Special attention is given to formalizing the interaction of systems using basic primitives ("Condition," "Loop," "Function") and their compositions, enabling the description of complex behavioral strategies of AI systems. The paper presents a detailed mathematical formalization of the dynamics of user and energy distribution between systems, taking into account factors such as user satisfaction, response accuracy, query processing speed, and energy efficiency. The research also includes numerical calculations and simulations demonstrating how initial conditions and system parameters influence competitiveness. The proposed models can be applied for predicting AI system behavior in real-world scenarios such as information campaigns, cyber conflicts, and resource optimization in digital environments.
dc.format.pagerangeP. 35-49
dc.identifier.citationLande, D. Modeling competing artificial intelligence systems for energy and users / Dmitry Lande, Yuriy Danyk // Theoretical and Applied Cybersecurity: scientific journal. – 2025. – Vol. 7, No. 1. – P. 35-49. – Bibliogr.: 8 ref.
dc.identifier.doihttps://doi.org/10.20535/tacs.2664-29132025.1.329957
dc.identifier.urihttps://ela.kpi.ua/handle/123456789/79030
dc.language.isoen
dc.publisherIgor Sikorsky Kyiv Polytechnic Institute
dc.publisher.placeKyiv
dc.relation.ispartofTheoretical and Applied Cybersecurity: scientific journal, Vol. 7, No. 1
dc.rights.urihttps://creativecommons.org/licenses/by/4.0/deed.uk
dc.subjectAI system competition
dc.subjectLancaster model
dc.subjectBoyd cycles
dc.subjectdifferential equations
dc.subjectenergy efficiency
dc.subjectuser satisfaction
dc.subjectinformation warfare
dc.subjectcybersecurity
dc.subjectAdversarial AI
dc.subjectinteraction simulation
dc.subject.udc004.89
dc.titleModeling competing artificial intelligence systems for energy and users
dc.typeArticle

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Theoretical and Applied Cybersecurity: scientific journal, Vol. 7, No. 1