АЛГОРИТМ ВЫБОРА МЕТОДА ДЛЯ ОПТИМАЛЬНОГО УПРАВЛЕНИЯ ЦИФРОВЫМ ДВОЙНИКОМ ПРЕДПРИЯТИЯ
Ключевые слова:
Теория управления, цифровой двойник предприятия, динамическая система, параметры внешней среды, оптимальное управление, алгоритм, методики
Аннотация
Возрастает объем обрабатываемой информации при анализе и управлении деятельно-
стью предприятия как системы. Объем обрабатываемой информации напрямую зависит от
размерности этой системы. В работе деятельность предприятия формализуется как цифро-
вой двойник предприятия. Цифровой двойник предприятия анализируется как динамическая
система. Выполнена идентификация предприятия как динамическая система. Цифровой двой-
ник предприятия формализован как балансовая модель В. Леонтьева. Создан алгоритм опти-
мального управления цифровым двойником предприятия. В качестве параметров оптимального
управления рассмотрены функции: траектория системы, время выполнение алгоритма и пока-
затель состояния системы. В алгоритме для управления предприятием использованы методы:
таксономия Блума, компетенции выпускников по специальностям СФУ и Национальные квали-
фикационные рамки РФ. Идентификация процессов предприятия выполнена способом, на ко-
торый получен патент. Алгоритм выполнен в авторском комплексе программ для анализа сис-
темы размерностью 1,2 млн. значений. Исследование показало существенные изменения значе-
ний функций оптимального управления, характеризующих состояния динамического объекта в
зависимости от выбранных методик. Расчеты показали, как влияет выбор методики управле-
ния на оптимальность решений. Отображено состояние предприятия через компетенции пер-
сонала: психомоторные, когнитивные и аффективные. Установлено, что при низких когнитив-
ных и аффективных способностях персонала начинает преобладать психомоторная деятель-
ность, мало приводящая к результату. С ростом когнитивных способностей персонала психо-
моторная деятельность становится более адекватной на внутренние задачи и влияние пара-
метров внешней среды. Через интегральный показатель выполнена оценка внедрения методик в
управление предприятием. Выполнена оценка оптимальности решения управления цифровым
двойником предприятия как динамической системой.
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policies in China, Review of World Economics (Weltwirtschaftliches Archiv). Springer;
Institut für Weltwirtschaft (Kiel Institute for the World Economy), June 2013, Vol. 149 (2),
pp. 343-367.
22. Masaev S.N. Model' mezhotraslevogo balansa Leont'eva kak zadacha upravleniya dinamicheskoy
sistemoy [Leontev input-ouput balance model as a dynamic system control problem],
Vestnik MGTU im. N.E. Baumana. Ser. Priborostroenie [Herald of the Bauman Moscow State
Technical University. Series Instrument Engineering], 2021, No. 2 (135), pp. 66-82.
Doi: ttps://doi.org/10.18698/0236-3933-2021-2-66-82.
23. Masaev S.N. Metodika kompleksnoy otsenki upravlencheskikh resheniy v proizvodstvennykh
sistemakh s primeneniem korrelyatsionnoy adaptometrii: dis. … kand. tekhn. nauk [Methodology
for the integrated assessment of managerial decisions in production systems using correlation
adaptometry: cand. of eng. sc. diss]: 05.13.06: protected 25.03.11: approved 25.11.11.
Krasnoyarsk: SFU, 2011, 214 p.
24. Masaev S.N. Sposob identifikacii ob"ekta kak sistemy [Method of identifying object as system].
Patent RF, No. 2741138, 2021.
25. Masaev S. Depth of Planning the State of a Dynamic Discrete System by Autocorrelation
Function, Proceedings - 2020 International Russian Automation Conference, RusAutoCon
2020. Sochi, 2020, pp. 989-993. Doi 10.1109/RusAutoCon49822.2020.9208187.
26. Masaev S.N. Algoritm otsenki sostoyaniya sistemy (sanktsii, HR, TQM, PMBOK, COVID-19,
pozharnaya bezopasnost') metodom integral'nykh pokazateley [Algorithm for assessing the
state of the system (sanctions, HR, TQM, PMBOK, Covid-19, fire safety) by the method of integrated
indicators], Vestnik Astrakhanskogo gosudarstvennogo tekhnicheskogo universiteta.
Seriya: Upravlenie, vychislitel'naya tekhnika i informatika [Vestnik of Astrakhan State Technical
University. Series: Management, Computer Science and Informatics], 2021, No. 1, pp.
36-48. Doi 10.24143/2072-9502-2021-1-36-48.
27. Doran G.T. There’s a S.M.A.R.T. way to write management’s goals and objectives, Management
Review. СФУ 1981. СФУ Vol. 70. СФУ Is. 11 (AMA Forum). СФУ P. 35, 36.
28. Chandler A.D. Strategy and Structure: A Chapter in the History of Industrial Enterprises.
Cambridge, Mass, MIT Press, 1962, 463 p.
29. BS 7799-3:2006 “Information security management systems – Part 3: Guidelines for information
security risk management”.
30. Forsberg K. and Mooz H. The Relationship of Systems Engineering to the Project Cycle, The
12th INTERNET World Congress on Project Management, Center for Systems Management
Oslo, Norway, 1994, 12 p.
31. "HERMES". Federal IT Steering Unit FITSU. Swiss Government. Retrieved 13 May 2016.
32. VZPM Verein zur Zertifizierung von Projektmanagern der SPM Gesellschaft fur Projektman
agement and der SGO Gesellschaft fur Organisation: Beurteilungsstruktur, Begleitmaterial zur
Zertifizierung von Projektmanagern, Switzerland, Ausgabe 1996, Version 1.00 vom
30.11.1996.
33. Ebel N. PRINCE 2:2009 TM – fur Projekt management mit Methode. Munchen, Addison-
Wesley Verlag, 2011, 568 p.
34. DIN 69901-1 Projektmanagement – Projektmanagementsysteme Teil1: Grundlagen. Berlin:
Normenausschuss Qualitätsmanagament, Statistik und Zerttifizieungsgrundlagen (NQSZ) im
DIN, 2009, 30 р.
35. ISO Guide 73:2002. Risk management - Vocabulary - Guidelines for use in standards.
36. ISO/IEC 13335-1:2004. Information technology – Security techniques – Management of information and
communications technology security – Part 1: Concepts and models for information and communications
technology security management.
37. GOST 1.2–2015 «Mezhgosudarstvennaya sistema standartizatsii. Standarty
mezhgosudarstvennye, pravila i rekomendatsii po mezhgosudarstvennoy standartizatsii. Pravila
razrabotki, prinyatiya, obnovleniya i otmeny» [GOST 1.2–2015 «Mezhgosudarstvennaya sistema
standartizacii. Standarty mezhgosudarstvennye, pravila i rekomendacii po mezhgosudarstvennoj
standartizacii. Pravila razrabotki, prinyatiya, obnovleniya i otmeny»].
38. Seyfi T.F. Slagaemye vysokogo kachestva [High quality components]. Gor'kiy: Volgo-
Vyatskoe izd-vo, 1960.
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