{"id":4914,"date":"2025-11-16T11:07:33","date_gmt":"2025-11-16T11:07:33","guid":{"rendered":"https:\/\/izvestiyakbncran.ru\/?page_id=4914"},"modified":"2026-04-13T08:06:30","modified_gmt":"2026-04-13T07:06:30","slug":"27-5-1-en","status":"publish","type":"page","link":"https:\/\/izvestiyakbncran.ru\/index.php\/en\/27-5-1-en\/","title":{"rendered":"27.5.1 En"},"content":{"rendered":"\n<h1 class=\"wp-block-heading has-lora-font-family\" style=\"font-size:22px\"><strong>Conceptual model of a multi-agent innovative investment system using neurocognitive architectures<\/strong><\/h1>\n\n\n\n<p class=\"has-foreground-color has-text-color has-link-color has-lora-font-family has-extra-small-font-size wp-elements-fda8527c702542fcd16f6d41dc115e34\" style=\"margin-top:0;margin-bottom:0;padding-top:0;padding-bottom:0\"><strong>A.A. Aigumov, I.A. Pshenokova<\/strong><\/p>\n\n\n\n<p class=\"has-foreground-color has-text-color has-link-color has-lora-font-family has-extra-small-font-size wp-elements-86b70c892ee51d64e6bf0730e3274f25\" style=\"margin-top:0;margin-bottom:0;padding-top:0;padding-bottom:0\"><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity is-style-wide\" style=\"margin-top:var(--wp--preset--spacing--20);margin-bottom:var(--wp--preset--spacing--20)\"\/>\n\n\n\n<div class=\"wp-block-group is-nowrap is-layout-flex wp-container-core-group-is-layout-24a27e19 wp-block-group-is-layout-flex\" style=\"margin-top:0;margin-bottom:0;padding-top:0;padding-bottom:0\">\n<p class=\"has-text-color has-link-color has-lora-font-family has-extra-small-font-size wp-elements-fa99f84d8051eb763ab85c3007cdb1c2\" style=\"color:#5b1919;text-decoration:underline\"><strong><strong>Upload the full text<\/strong><\/strong><\/p>\n\n\n\n<div class=\"wp-block-group is-vertical is-layout-flex wp-container-core-group-is-layout-9151b400 wp-block-group-is-layout-flex\" style=\"min-height:0px;margin-top:0;margin-bottom:0;padding-top:0;padding-bottom:0\">\n<div class=\"wp-block-buttons is-content-justification-left is-layout-flex wp-container-core-buttons-is-layout-15bf754d wp-block-buttons-is-layout-flex\" style=\"margin-top:0;margin-bottom:0;padding-top:0;padding-right:0;padding-bottom:0;padding-left:0\">\n<div class=\"wp-block-button has-custom-width wp-block-button__width-100 is-style-outline is-style-outline--1\"><a class=\"wp-block-button__link has-background-background-color has-text-color has-background has-link-color has-border-color has-small-font-size has-custom-font-size wp-element-button\" href=\"http:\/\/izvestiyakbncran.ru\/wp-content\/uploads\/2025\/11\/ajgumov-pshenokova-1.pdf\" style=\"border-color:#5b1919;border-style:solid;border-width:2px;border-radius:8px;color:#5b1919;padding-top:0.4rem;padding-right:var(--wp--preset--spacing--40);padding-bottom:0.4rem;padding-left:var(--wp--preset--spacing--40)\">PDF<\/a><\/div>\n<\/div>\n\n\n\n<div style=\"height:0px;width:0px\" aria-hidden=\"true\" class=\"wp-block-spacer wp-container-content-273e683f\"><\/div>\n<\/div>\n<\/div>\n\n\n\n<p class=\"has-foreground-color has-text-color has-link-color has-lora-font-family has-extra-small-font-size wp-elements-1b9d77c3245a0893837afcec14cfd935\" style=\"line-height:1.4\"><em><strong><strong>Abstract<\/strong><\/strong>: <\/em>The relevance of this study stems from the need to develop effective tools for managing innovative investment processes in a highly uncertain market environment. Traditional research approaches, such as econometric modeling or system dynamics, often encounter difficulties in describing the adaptive behavior of agents and unpredictable collective effects. Therefore, there is a need for tools that allow for more realistic simulation of the behavior of investment market participants in all its complexity.<br><strong>Aim<\/strong>. The study is to develop and test a multi-agent model to evaluate the effectiveness of various innovative investment scenarios and identify optimal strategies for market participants. Methods. This paper uses simulation and multi-agent modeling as the primary research methods.<br><strong>Results<\/strong>. This article presents a multi-agent simulation model of an innovative investment system for analyzing interactions between investment market participants. Simulation experiments demonstrate that the developed model is able to replicate the dynamics of innovation system development, evaluate the effectiveness of various investment strategies, predict market participant behavior, and determine optimal parameters for interactions between agents.<br><strong>Conclusions<\/strong>. Future studies propose expanding the model to include a more detailed classification of investors and projects, integration with real data, and additional learning and collective investment mechanisms. The developed model can serve as a basis for creating practical decision-making tools for innovative investment and contribute to improving the efficiency of investment activities.<\/p>\n\n\n\n<p class=\"has-foreground-color has-text-color has-link-color has-lora-font-family has-extra-small-font-size wp-elements-df03325adc83c022634de6b79d43432f\" style=\"line-height:1.4\"><\/p>\n\n\n\n<p class=\"has-foreground-color has-text-color has-link-color has-lora-font-family has-extra-small-font-size wp-elements-5a993d671d7933500f7c01bad6f3b6a1\" style=\"line-height:1.4\"><strong><em><strong>Keywords<\/strong>:<\/em><\/strong> simulation modeling, cognitive modeling, multi-agent model, innovative investing<\/p>\n\n\n\n<p class=\"has-foreground-color has-text-color has-link-color has-lora-font-family has-extra-small-font-size wp-elements-df03325adc83c022634de6b79d43432f\" style=\"line-height:1.4\"><\/p>\n\n\n\n<p class=\"has-foreground-color has-text-color has-link-color has-lora-font-family wp-elements-c11bc6d8f44fd3f3abad7fd0607f8af6\" style=\"font-size:12px;line-height:1.4\"><strong><strong>For citation<\/strong>.<\/strong> Aigumov A.A., Pshenokova I.A. Conceptual model of a multi-agent innovative investment system using neurocognitive architectures.<em> News of the Kabardino-Balkarian Scientific Center of RAS<\/em>. 2025. Vol. 27. No. 5. Pp. 13\u201325. DOI: 10.35330\/1991-6639-2025-27-5-13-25<\/p>\n\n\n\n<p class=\"has-foreground-color has-text-color has-link-color has-lora-font-family wp-elements-17c3333a0b1db39b7fa4a3e1a1572bc4\" style=\"font-size:12px;line-height:1.4\"><\/p>\n\n\n\n<details class=\"wp-block-details has-foreground-color has-text-color has-link-color has-lora-font-family has-extra-small-font-size wp-elements-5a790425f24e64d4e3a7bc7b3eeb6744 is-layout-flow wp-container-core-details-is-layout-0ab540ad wp-block-details-is-layout-flow\" style=\"font-style:normal;font-weight:700;line-height:1.5\"><summary><strong>R<\/strong>eferences<\/summary>\n<ol style=\"margin-top:0;margin-bottom:0\" class=\"wp-block-list\">\n<li style=\"font-style:normal;font-weight:400\">Esikova T.N., Vakhrusheva S.V. Modeling of the agent environment in the development of a multi-agent system using large-scale infrastructure projects. <em>Vestnik SibGUTI<\/em>. 2019. No. 3. Pp. 63\u201369. EDN: BVMADR. (In Russian)<\/li>\n\n\n\n<li style=\"font-style:normal;font-weight:400\">Furchi A., Lippi M., Carpio R.F. Gasparri A. Route optimization in precision agriculture settings: A multi-Steiner TSP formulation. <em>IEEE Trans. Autom. Sci. Eng. <\/em>2023. No. 20. Pp. 2551\u20132568.<\/li>\n\n\n\n<li style=\"font-style:normal;font-weight:400\">Gong T., Zhu L., Yu F.R., Tang T. Edge intelligence in intelligent transportation systems: a survey. <em>IEEE Trans. Intell. Transp. Syst.<\/em> 2023. No. 24. Pp. 8919\u20138944.<\/li>\n\n\n\n<li style=\"font-style:normal;font-weight:400\">Wang H., Wang C., Zhou K. et al. TEBChain: A trusted and efficient blockchain-based data sharing scheme in UAV-assisted IoV for disaster rescue. <em>IEEE Trans. Netw. Serv. Manag<\/em>. 2024. No. 21. 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Pp. 1\u201315. DOI: 10.1080\/17477778.2020.1759386<\/li>\n\n\n\n<li style=\"font-style:normal;font-weight:400\">Kostka A., Chudziak J.A. Towards cognitive synergy in LLM-based multi-agent systems: integrating theory of mind and critical evaluation. arXiv preprint arXiv:2507.21969. 2025. DOI: 10.48550\/arXiv.2507.21969<\/li>\n\n\n\n<li style=\"font-style:normal;font-weight:400\">Borodulin I.V. An increase in the accuracy of large language models using extended search generation. <em>Science Bulletin<\/em>. Vol. 3. No. 3(72). 2024. Pp. 400\u2013405. (In Russian)<\/li>\n\n\n\n<li style=\"font-style:normal;font-weight:400\">Xiao Y. et al. TradingAgents: Multi-agents LLM financial trading framework. arXiv preprint arXiv:2412.20138. 2024.<\/li>\n\n\n\n<li style=\"font-style:normal;font-weight:400\">Dwarakanath K., Vyetrenko S., Tavallali P., Balch T. 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DOI: 10.35330\/1991-6639-2020-3-95-23-31<\/li>\n\n\n\n<li style=\"font-style:normal;font-weight:400\">Bzhikhatlov K., Nagoeva O., Anchokov M., Makoeva D. Methods and algorithms (modeling of reasoning) to synthesize intellectual behavior of autonomous mobile robots and program complexes based on received reasoning models. In: Samsonovich A.V., Liu T. (eds) Biologically Inspired Cognitive Architectures 2024. BICA 2024. <em>Studies in Computational Intelligence<\/em>. 2024. Vol. 477. Springer, Cham. DOI: 10.1007\/978-3-031-76516-2_7 <\/li>\n\n\n\n<li style=\"font-style:normal;font-weight:400\">Pshenokova I.A., Nagoeva O.V., Apshev A.Z., Ennes A.Z. Formation of dynamic causal dependencies in the management of the behavior of an intellectual agent based on the formalism of multiagenic neurocognitive architectures. <em>News of the Kabardino-Balkarian Scientific Center of the RAS<\/em>. 2022. No. 5(109). Pp. 73\u201380. DOI: 10.35330\/1991-6639-2022-5-109-73-80. (In Russian)<\/li>\n<\/ol>\n<\/details>\n\n\n\n<details class=\"wp-block-details has-foreground-color has-text-color has-link-color has-lora-font-family has-extra-small-font-size wp-elements-845c03f726d67ac070b6a997781ae550 is-layout-flow wp-container-core-details-is-layout-5dafc681 wp-block-details-is-layout-flow\" style=\"font-style:normal;font-weight:700;line-height:1.5\"><summary><strong>Information about the author<\/strong>s<\/summary>\n<div class=\"wp-block-group is-vertical is-layout-flex wp-container-core-group-is-layout-b291ae12 wp-block-group-is-layout-flex\" style=\"min-height:0px;margin-top:0;margin-bottom:0;padding-top:var(--wp--preset--spacing--20);padding-right:var(--wp--preset--spacing--40);padding-bottom:var(--wp--preset--spacing--20);padding-left:var(--wp--preset--spacing--40)\">\n<p style=\"font-style:normal;font-weight:400\"><strong>Arslan A. Aigumov<\/strong>, Postgraduate Student of the Department of \u041culti-\u0410gent Intellectual Robotics Systems of the Scientific and Educational Center, Kabardino-Balkarian Scientific Center of the Russian Academy of Sciences;<br>2 Balkarov street, Nalchik, 360010, Russia;<br>arrrslan@mail.ru<br><strong>Inna A. Pshenokova<\/strong>, Candidate of Physical and Mathematical Sciences, Head of the Research Center \u201cIntellectual Integrated Information and Management Systems\u201d, Kabardino-Balkarian Scientific Center of the Russian Academy of Sciences;<br>2 Balkarov street, Nalchik, 360010, Russia;<br>Associate Professor of the Department of Computer Technology and Information Security, KabardinoBalkarian State University named after Kh.M. Berbekov;<br>173 Chernyshevsky street, Nalchik, 360004, Russia;<br>pshenokova_inna@mail.ru, ORCID: https:\/\/orcid.org\/0000-0003-3394-7682, SPIN-code: 3535-2963<\/p>\n\n\n\n<p style=\"font-style:normal;font-weight:400\"><\/p>\n<\/div>\n<\/details>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Conceptual model of a multi-agent innovative investment system using neurocognitive architectures A.A. Aigumov, I.A. Pshenokova Upload the full text Abstract: The relevance of this study stems from the need to develop effective tools for managing innovative investment processes in a highly uncertain market environment. Traditional research approaches, such as econometric modeling or system dynamics, often [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"wp-custom-template-home","meta":{"footnotes":""},"class_list":["post-4914","page","type-page","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>27.5.1 En - \u0418\u0417\u0412\u0415\u0421\u0422\u0418\u042f \u041a\u0410\u0411\u0410\u0420\u0414\u0418\u041d\u041e-\u0411\u0410\u041b\u041a\u0410\u0420\u0421\u041a\u041e\u0413\u041e \u041d\u0410\u0423\u0427\u041d\u041e\u0413\u041e \u0426\u0415\u041d\u0422\u0420\u0410 \u0420\u0410\u041d\u00bb<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/izvestiyakbncran.ru\/index.php\/en\/27-5-1-en\/\" \/>\n<meta property=\"og:locale\" content=\"ru_RU\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"27.5.1 En - \u0418\u0417\u0412\u0415\u0421\u0422\u0418\u042f \u041a\u0410\u0411\u0410\u0420\u0414\u0418\u041d\u041e-\u0411\u0410\u041b\u041a\u0410\u0420\u0421\u041a\u041e\u0413\u041e \u041d\u0410\u0423\u0427\u041d\u041e\u0413\u041e \u0426\u0415\u041d\u0422\u0420\u0410 \u0420\u0410\u041d\u00bb\" \/>\n<meta property=\"og:description\" content=\"Conceptual model of a multi-agent innovative investment system using neurocognitive architectures A.A. Aigumov, I.A. Pshenokova Upload the full text Abstract: The relevance of this study stems from the need to develop effective tools for managing innovative investment processes in a highly uncertain market environment. 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