Agent-oriented model of behavior of a technical specialist in an artificially created environment of the technical operation system of a foreign customer
S.V. Veretekhina
Upload the full text
Abstract.The article deals with an urgent problem related to the organization of a technical operation system (TOS). The restoration of the product’s operability is carried out by technical specialists in a foreign country. Agent-oriented modeling (AOM) allows you to determine the behavior of a specialist for the upcoming planning period with limits and restrictions. The terms and definitions used in the development of AOM are introduced. The artificially created environment of the technical operation system is described by the theory of sets, rules for sets are introduced. The agent behavior function is a subset of the set of all behaviors. The probability of the n-agent choosing a scenario to restore the product’s operability, depending on the malfunction variant, is considered. The law of cost allocation is applied, related to the functions of restoring the operability of the product. The cost of work and the costs of overstating/understating the plan are determined. An example of calculating a financial indicator (profit) is given. Information models are described that allow to obtain the implementation of an agent’s behavior variant under specified limits and restrictions, the costs of overestimating/underestimating the plan. Agent-oriented modeling and strategic export marketing make it possible to analyze the dynamics of the behavior of socio-economic systems: an industry manufacturer in the international export market, namely: the more efficiently a domestic manufacturer organizes an TOS for a foreign customer, the higher the competitiveness of the product in the international export market. Export marketing offers an additional service for the design of TOS through agent-based modeling, thereby increasing the consumer value of the product (exported product).
Keywords: agent-based modeling, information model, set theory, information theory in economics, economic informatics, product promotion, export marketing
For citation. Veretekhina S.V. Agent-oriented model of behavior of a technical specialist in an artificially created environment of the technical operation system of a foreign customer. News of the Kabardino-Balkarian Scientific Center of RAS.2024. Vol. 26. No. 5. Pp. 179–194. DOI: 10.35330/1991-6639-2024-26-5-179-194
References
- Sokhova Z.B., Redko V.G. Model of autonomous agents with basic biological needs and motivations. Trudy nauchno-issledovatel’skogo instituta sistemnykh issledovaniy RAN [Transactions of the Research Institute for Systems Research of the Russian Academy of Sciences]. 2023. Vol. 13. Issue 1–2. Pp. 37–45. DOI: 10.25682/NIIS/.2023.1-2.0006. (In Russian)
- Anokhin P.K. – Soviet physiologist, creator of the theory of functional systems. https://ru.wikipedia.org/wiki/Анохин,ПётрКузьмич. (In Russian)
- Sokhova Z.B., Redko V.G. Model of self-organization of autonomous agents in a decentralized environment. Control Sciences. 2021. Vol. 2. Pp. 29–37.
- Sokhova Z.B., Redko V.G. A model for searching for investment decisions by autonomous agents in a transparent competitive environment. Iskusstvennyy intellekt i prinyatiye resheniy [Artificial Intelligence and Decision Making]. 2019. No. 2. Pp. 98–108. DOI: 10.14357/(In Russian)
- Makarov L.V., Bakhtizin A.R. Modern tools for modeling socio-economic processes. Ekonomika Severo-Zapada: problemy i perspektivy razvitiya [Economy of the North-West: problems and development prospects]. 2024. No. 1(76). Pp. 21–32. DOI: 10.52897/2411-4588-2024-1-21-32. (In Russian)
- Makarov L.V., Bakhtizin A.R., Sushko E.D. Agent-oriented model as a tool for regulating regional ecology. Zhurnal Novoy ekonomicheskoy assotsiatsii [Journal of the New Economic Association]. 2020. No. 1(45). Pp. 151–171. DOI: 10.31737/2221-2264-2020-45-1-6. (In Russian)
- Makarov L.V., Bakhtizin A.R., Sushko E.D., Ageeva A.F. Agent-based approach to modeling labor migration from China to Russia. Ekonomika regiona [Economy of the region]. Vol. 13. Issue. 2. Pp. 331–341. DOI: 10.17059/2017-2-1. (In Russian)
- Makarov L.V., Bakhtizin A.R., Sushko E.D., Sidorenko M.Yu., Khabriev B.R. Agent-based models: study guide. Мoscow: Departament nauch. izdaniy GAUGN, 2022. 196 p. (In Russian)
- Bakhtizin A.R., Makarov L.V., Loginov E.L. et al. Hybrid wars in the macroeconomic supersystem of the 21st century. Ekonomicheskiye strategii [Economic strategies]. 2023. Vol. No. 2 (188). P. 6–23. DOI: 10.33917/es-2.188.2023.6-23. (In Russian)
- Rossoshanskaya E.A., Doroshenko T.A., Samsonova N.A. et al. Agent-oriented model of the Far East as a tool for supporting management decisions. Gosudarstvennoye upravleniye.
Elektronnyy vestnik [Public administration. Electronic Bulletin]. 2022. No. 94. Pp. 203–224. DOI: 10.24412/2070-1381-2022-94-203-224. (In Russian) - Polterovich V.M. Economic growth under sanctions: strategy of positive cooperation and the economy of the domestic cycle. Sistemnoye modelirovaniye sotsial’no-ekonomicheskikh
protsessov. Trudy 46-oy Mezhdunarodnoy shkoly-seminara [System modeling of socio-economic processes. Proceedings of the 46th International School-Seminar]. 2024. Pp. 50–55. (In Russian) - Ageev A., Loginov E., Makarov V., Bakhtizin A., Grabchak E.P. Modeling the consequences of a nuclear strike. Ekonomicheskiye strategii [Economic strategies]. 2022. Vol. 24. No. 4(184).
Pp. 6–16. DOI: 1033917/es-4.184.2022.6-16. (In Russian) - Research Center of CALS-technologies “Applied Logistics”. Products. Software. https://cals.ru/products (date of access: 08/14/2024). (In Russian)
- Ross G.V., Konyavsky V.A., Medvedev V.V. Model of intelligent planning of behavior of robot in a robot team. Prikladnaya informatika [Applied Informatics]. 2023. Vol. 18. No. 1(103). Pp. 65–81. DOI: 10.37791/2687-0649-2023-18-1-65-81. (In Russian)
- Tregub I.V. Matematicheskiye modeli dinamiki ekonomicheskikh sistem [Mathematical models of the dynamics of economic systems]: monograph. Мoscow: Rusayns, 2020. 162 p.
(In Russian) - Prokopenko N.Yu. Diskretnaya matematika [Discrete Mathematics]: uchebnoye posobiye [Study Guide]. N. Novgorod: NNGASU. 2016. 251 p. (In Russian)
- Sudov E.V., Levin A.I., Petrov A.V., Chubarova E.V. Tekhnologii integrirovannoy logisticheskoy podderzhki izdeliya mashinostroyeniya [Technologies of integrated logistics support of mechanical engineering products]. Moscow: Izdatel’skiy dom «Informbyuro», 2006. 232 p. (In Russian)
- Likhtenshtein V.E., Ross G.V. Informatsionnyye tekhnologii v biznese [Information technologies in business]. Workshop: application of the Decision system in micro and macroeconomics. Moscow: Finansy i statistika, 2008. 512 p. (In Russian)
- Gisin V.B. Diskretnaya matematika: uchebnik i praktikum dlya srednego i professional’nogo obrazovaniya [Discrete mathematics: textbook and workshop for secondary and vocational
education]. 2nd ed., trans. and add. Moscow: Yurait, 2024. 468 p. (In Russian) - Veretekhina S.V. Methodology for modeling a set of measures for integrated logistics support for the export of high-tech products. Kuznechno-shtampovochnoye proizvodstvo. Obrabotka materialov davleniyem [Forging and stamping production. Processing of materials by pressure]. 2023. No. 9. Pp. 95–110. EDN: JAEODN. (In Russian)
- Veretekhina S.V. Identification of factors for managing the cost of integrated logistics support for a situational export model. Innovatsii i investitsii [Innovations and Investments]. No. 7. Pp. 279–284. EDN: MESFZE. (In Russian)
- Veretekhina S.V. Methodology for calculating sets of spare parts, tools and accessories for exported high-tech products. Russian Economic Bulletin. 2021. Vol. 4. No. 5. Pp. 108–121.
EDN: PRZSMO - Veretekhina S.V. Export technology: economic and mathematical modeling of a foreign trade contract. Voprosy novoy ekonomiki [Issues of the new economy]. 2022. No. 4(64). Рр. 108–116. DOI: 1052170/1994-0556_2022_64_46-56. (In Russian)
- ILP GOST R 53393 Integrirovannaya logisticheskaya podderzhka. Osnovnyye polozheniya [ILP GOST R 53393 Integrated logistics support. Basic provisions]. https://cals.ru/ndocs
(date of access: 08/14/2024). (In Russian) - ILP GOST R 53394 Integrirovannaya logisticheskaya podderzhka. Osnovnyye terminy i opredeleniya [ILP GOST R 53394 Integrated logistics support. Basic terms and definitions]. https://cals.ru/ndocs (date of access: 08/14/2024). (In Russian)
- Vuss G.V., Krivosheev V.A., Vikhorev S.V. et al. Information risk insurance. Banki i tekhnologii [Banks and technologies]. 1999. No. 4. Рр. 73–81. EDN: MVOVHK. (In Russian)
- Vasilieva E. Engenering education and a new paradigm of project thinking. Communication in computer and information science. 2020. Vol. 1201. Рр. 42–51.
- Veretekhina S.V. Mathematical of indicator of the indicator system: the choice of the modeling method. Proceedings of the II International Conference on Advances in Materials,
Systems and Technologies, CAMSTech-II 2021-2467. 2022. Р. 050003. https://www.elibrary.ru/item.asp?id=49157669&pff=1 - Küçükcivil B., Gargalik E., Koçyiğit M. et al. Üniversitelerde Dijital Eğitim-Öğretim Faaliyetleri ve Teknostres: İletişim Akademisyenleri Üzerine Bir Araştırma. Turkey (англ. Digital education-teaching activities and technostress at universities: a research on communication academy students). Rciyes Iletişim Dergis (англ. Rciyes contact me dergis). 2023. Vol. 11(1). Рр. 105–134. https://www.elibrary.ru/item.asp?id=66076701
- Makarov V.L., Bakhtizin A.R., Rossoshanskaya E.A., Doroshenko T.A., Samconova N.A. Problems of standardization agent-based model description and possible ways to solve them.
Herald of Russian Academy of Science. 2023. Vol. 93. No. 4. Рр. 239–248. DOI: 10.1134/s1019331623020119 - Makarov V.L., Bakhtizin A.R., Khua L. et al. Long-term demographic forecasting. Vestnik Rossiyskoy akademii nauk. 2023. Vol. 93. No. 1. Pp. 21–35. DOI: 10.31857/ S0869587323010048
- Veretekhina S.V., Veretekhin V.V. Decision support system for the export of high-tech products based on the digital twin of the product. Kuznechno-shtampovochnoye proizvodstvo.
Obrabotka materialov davleniyem [Pressure treatments of materials. Pressure treatments of materials]. 2023. No. 9. Pp. 110–125. EDN: QJUQPH. (In Russian)
Information about the author
Svetlana V. Veretekhina, Candidate of Economic Sciences, Associate Professor, Associate Professor of the Department of Business Informatics of the Financial University under the Government of the Russian Federation;
125167, Russia, Moscow, 49/2 Leningradsky avenue;
veretehinas@mail.ru, ORCID: https://orcid.org/0000-0003-3014-5027, SPIN-code: 7796-3457










