Skip to main content

Mathematical Model of Integration of Cyber-Physical Systems for Solving Problems of Increasing the Competitiveness of the Regions of the Russian Federation

  • Chapter
  • First Online:
Society 5.0: Cyberspace for Advanced Human-Centered Society

Abstract

A mathematical approach to the creation of an integrated mathematical model of the socio-economic system for the study of various aspects of the development of the competitiveness of the region on the basis of the principles of building cyber-physical systems is proposed. For this, a modification of the Kolmogorov-Chapman equations has been developed, which allows one to describe the integration of enterprises into clusters and use fragmentary data on the state of indicators of the structures under study. A graph of cause-and-effect relationships of dangerous combinations of events is created. The results of model approbation are carried out. An example of numerical modeling is given, showing a high probability of timely response to the occurrence of elementary events included in the minimum sections of the graph. The results of the work are intended for use in the development of mathematical models of advising systems for monitoring and countering the violation of the sustainable functioning of an enterprise using modern mathematical models and information technologies.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 149.00
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 199.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info
Hardcover Book
USD 199.99
Price excludes VAT (USA)
  • Durable hardcover edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

Similar content being viewed by others

References

  1. Anderson, P., Tushman, M.L.: Technological discontinuities and dominant designs: a cyclical model of technological change. Adm. Sci. Q. 35(4), 604–633 (1990)

    Article  Google Scholar 

  2. Cherry, E.: Veganism as a cultural movement: a relational approach. Soc. Movement Stud. 5(2), 155–170 (2006)

    Article  Google Scholar 

  3. Das, T.K., Teng, B.S.: Risk types and inter-firm alliance structures. J. Manage. Stud. 33(6), 827–843 (1996)

    Article  Google Scholar 

  4. Akaev, A.A., Sadovnichij, V.A.: Mathematical modeling of global, regional and national dynamics, taking into account the impact of cyclical fluctuations [Akaev, A.A., Sa-dovnichy, V.A.: Mathematical modeling of global, regional and national dynamics taking into account the impact of cyclical fluctuations] Modeling and forecasting global, regional and national development [Modeling and forecasting of global, regional and na-tional development]. Moskva, LIBROKOM [Moscow, LIBROKOM], 5–67 (2011)

    Google Scholar 

  5. Demsetz, H.: Industry structure, market rivalry, and public policy. J. Law Econ. 16(1), 1–9 (1973)

    Article  Google Scholar 

  6. Uzzi, B.: Social structure and competition in interfirm networks: the paradox of embeddedness. Adm. Sci. Q. 42(1), 35–67 (1997)

    Article  Google Scholar 

  7. Kergrouch, S.: Industriya 4.0: new challenges and opportunities for the labor market. Forsajt [Foresight] 11(4), 6–8 (2017)

    Google Scholar 

  8. Goodman, D., DuPuis, E.M.: Knowing food and growing food: beyond the production–consumption debate in the sociology of agriculture. Sociologiaruralis 42(1), 5–22 (2002)

    Google Scholar 

  9. Kaplan, R.S., Mikes, A.: Managing risks: a new framework. Harvard Business Review. June. (2012)

    Google Scholar 

  10. Lee, E.A.: The past, present and future of cyber-physical systems: a focus on models, https://citeweb.info/20150013436. Last accessed 2018/04/12

  11. Cyber-Physical Systems (CPS) https://www.nsf.gov/pubs/2018/nsf18538/nsf18538.htm. Last accessed 2019/04/14

  12. Lee, E.: Cyber physical systems: design challenges. University of California, Berkeley Technical Report No. UCB/EECS-2008–8. https://www.eecs.berkeley.edu/Pubs/TechRpts/2008/EEC, last accessed 2019/05/16

  13. Rawat, D.B., Rodrigues, P.C.: Stojmenovic I. Cyber physical systems: from theory to practice. CRC Press (2015)

    Google Scholar 

  14. Ronzhin, A.L., Basov, O.O., Sokolov, B.V., YUsupov, R.M.: Conceptual and formal model for the synthesis of cyber-physical systems and intelligent spaces. News of higher educational institutions. Instr. Mak. 59(11), 897–905 (2016)

    Google Scholar 

  15. Meshalkin, V.P., Katerishchuk, M.Yu., Vasilenko, E.A.: Methodology for the formation of a comprehensive assessment of the effectiveness of reengineering of business processes at an industrial enterprise. News of higher educational institutions. series: economics, finance and production management 2(20), 87–92 (2014)

    Google Scholar 

  16. Bolshakov A.A., Veshneva I.V., Kushnikov V.A. Mathematical modeling of the dynamics of the behavior of social groups to prevent dangerous combinations of events in critical periods of state development. Actual problems of applied mathematics, informatics and mechanics: collection of articles. Proceedings of Int. scientific and technical. conf. ‒ Voronezh: Publishing House “Scientific Research Publications” (2017). ISBN 978-5-9500319-1-5

    Google Scholar 

  17. Regions of Russia. Socio-economic indicators. https://gks.ru/bgd/regl/b19_14p/Main.htm. Last accessed 2020/04/24

  18. Veshneva, I.V., Chistyakova, T.B., Bolshakov, A.A.: The status functions method for processing and interpretation of the measurement data of interactions in the educational environment. SPIIRAS Proc 6(49), 144–166 (2016). https://doi.org/10.15622/sp.49.8.ISSN:20789181

    Article  Google Scholar 

  19. Kaplan, R.S.: Conceptual foundations of the balanced scorecard. Harvard University, Harvard Business School (2010)

    Book  Google Scholar 

  20. Rogers, E.: Diffusion of innovations, 4th edn. Free Press, New York (1995)

    Google Scholar 

  21. Buldakova, T.I., Suyatinov, S.I.: Assessment of the state of production system components for digital twins technology. Springer Nature Switzerland AG 2020. In: Kravets et al. A. G. (eds.) Cyber-Physical Systems: Advances, in Design & Modelling, Studies in Systems, Decision and Control, vol. 259, pp. 253–262 (2020). https://doi.org/10.1007/978-3-030-32579-4_20

  22. Suyatinov, S.I.: Conceptual approach to building a digital twin of the production system Springer Nature Switzerland AG 2020. In: Kravets et al. A. G. (eds.) Cyber-Physical Systems: Advances, in Design & Modelling, Studies in Systems, Decision and Control, vol. 259, pp. 279–290 (2020). https://doi.org/10.1007/978-3-030-32579-4_22

  23. Shcherbakov, M.V., Glotov, A.V. Cheremisinov, S.V.: Proactive and predictive maintenance of cyber-physical systems. Springer Nature Switzerland AG 2020. In: Kravets et al. A. G. (eds.) Cyber-Physical Systems: Advances, in Design & Modelling, Studies in Systems, Decision and Control, vol. 259, pp. 263–278 (2020). https://doi.org/10.1007/978-3-030-32579-4_21

Download references

Acknowledgements

This research was partially supported by the Russian Fund of Basic Research (grant No. 20-010-00465).

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Alexander Bolshakov .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2021 The Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Switzerland AG

About this chapter

Check for updates. Verify currency and authenticity via CrossMark

Cite this chapter

Bolshakov, A., Veshneva, I., Lushin, D. (2021). Mathematical Model of Integration of Cyber-Physical Systems for Solving Problems of Increasing the Competitiveness of the Regions of the Russian Federation. In: Kravets, A.G., Bolshakov, A.A., Shcherbakov, M. (eds) Society 5.0: Cyberspace for Advanced Human-Centered Society. Studies in Systems, Decision and Control, vol 333. Springer, Cham. https://doi.org/10.1007/978-3-030-63563-3_11

Download citation

  • DOI: https://doi.org/10.1007/978-3-030-63563-3_11

  • Published:

  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-030-63562-6

  • Online ISBN: 978-3-030-63563-3

  • eBook Packages: EngineeringEngineering (R0)

Publish with us

Policies and ethics