ELABORATION AND RESEARCH OF A MODEL OF OPTIMAL PRODUCTION AND DEVELOPMENT OF INDUSTRIAL SYSTEMS WITH DECOMPOSITION OF THE DEVELOPMENT PROCESS TO THE INTERVALS
DOI:
https://doi.org/10.31649/1999-9941-2022-55-3-65-73Keywords:
optimal development, production systems, simulation model, optimal control, optimal aggregation, decompositionAbstract
The problem of developing effective models of optimal development and functioning of modern production systems functioning in an active environment is considered. Analyzing analogues showed that there are no adequate models for "production-development" industries that operate in an active environment – competitors, intermediaries, suppliers and consumers. The basic analogue c the solution to the variation problem of development and production has a limited area of adequacy – productions with a static environment. In the basic analogue, the optimal development strategy is created for the entire planning period, which is usually 2-10 years. For such a long-term period, it is impossible to predict the state of product, finance, and technology markets. The above confirms that this work is relevant. This work uses a generalized model of optimal development based on the methodology of optimal aggregation. Using the methodology of optimal aggregation allows us to move from a multidimensional problem of nonlinear programming to a system of one-dimensional optimization problems. At the same time, the computational complexity increases linearly, which allows us to use this methodology for production systems with a large number and nonlinearity of connections between elements. The work modifies the basic model of optimal development with the division of the development process into intervals. At the beginning of each interval, the optimal development strategy is adjusted taking into account the clarification of information about the future state of the active environment: the actions of competitors, consumers, suppliers, intermediaries, world markets. To determine the optimal value and the optimal distribution of resources between subsystems, the maxima of the – criterion the parameterized function of the system efficiency – are determined at each interval. Examples of modeling and testing models are given.
References
E. Jantsch, Technological forecasting in perspective. Paris: Organization for Economic Co-operation and Development, 1967.
R. Bellman, Dynamic programming and modern control theory. M.: Nauka, 1969 [in Russian].
T. Borovska, Mathematical models of the functioning and development of production systems based on the methodology of optimal aggregation. Vinnitsya, Ukraine: VNTU, 2018 [in Ukrainian].
T. Borovska, D. Hryshyn, I. Kolesnik, V. Severilov, “Development of models and methods of optimal management of project systems based on optimal aggregation methods”, Visnyk Vinnytskoho politekhnichnoho instytutu, no. 1(148), 61-76. 2020 [in Ukrainian].
T. Borovska, “Optimal aggregation of production systems with parametric connections”, Eastern-European Journal of Enterprise Technologies, 4(11(70)), pp 9-19. 2014. doi: 10.15587/1729-4061.2014.26306.
N. Tauchnitz, “The Pontryagin maximum principle for nonlinear optimal control problems with infinite horizon”, Journal of Optimization Theory and Applications, no. 167(1), pp. 27-48. 2015.
T. Borovska, I. Kolesnik, V. Severilov, I. Shulhan, “Optimal aggregation of integrated systems "production-development"”, Informatsiini tekhnolohii ta kompiuterna inzheneriia, no. 2(30), pp. 18-28. 2014 [in Ukrainian].
T. M. Borovska, I. V. Vernigora, D. I. Grishin, V. A. Severilov, W. Wójcik, & M. Kalimoldayev, “Gen-eralized model of optimal development of the production system based on optimal aggregation methodology”, Photonics Applications in Astronomy, Communications, Industry, and High-Energy Physics Experiments 2019. 2019.
C. Taylor. “Dynamic programming and the curses of dimensionality”, Applications of dynamic pro-gramming to agricultural decision problems. CRC Press, pp 1-10. 2019.
T. W. Leggatt, The evolution of Industrial Systems. London: Croom Helm, 1985.
Downloads
-
PDF (Українська)
Downloads: 61