Construction and analysis of a mathematical model of the dynamics of competence formation in the learning process
DOI:
https://doi.org/10.31652/3041-1955-2026-03-01-02Keywords:
mathematical modeling, competency formation, compartmental models, Cauchy problem, existence and uniqueness of the solution, epidemiological modelsAbstract
The article proposes a mathematical model describing the dynamics of competence formation in the educational process. The model is developed based on an analogy with compartmental and epidemiological approaches and considers five levels of competence development: entry, low, medium, sufficient, and high. Both progressive and regressive transitions between these levels are taken into account, including contact and non-contact interaction mechanisms. The resulting model is formulated as a system of nonlinear ordinary differential equations that describe the temporal evolution of student groups across different competence levels. For the proposed system, the corresponding Cauchy problem is analyzed. In particular, the boundedness of solutions is established, and the existence and uniqueness of solutions are proved using standard results from the theory of differential equations, based on the Lipschitz continuity of the right-hand side. The developed model provides a formal framework for describing the competence formation process and can serve as a foundation for further investigations, including stability analysis, sensitivity analysis of model parameters, and optimal control of the educational process.Downloads
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Бак С., Ковтонюк Г. Модель формування практичних вмінь і навичок роботи з видавничою системою LaTeX у майбутніх бакалаврів математики. Математика, інформатика, фізика: наука та освіта. 2025. Т. 2, № 2. С. 262-271. DOI: https://doi.org/10.31652/3041-1955-2025-02-02-10
Каленський А. Педагогічне моделювання формування енергоефективної компетентностімайбутніх кваліфікованих робітників будівельної галузі. Вісник Глухівського національного педагогічного університету імені Олександра Довженка. Серія: Педагогічні науки. 2025. Том 3, № 59. С. 10-19. DOI: https://doi.org/10.31376/2410-0897-2025-3-59-10-19
Марценюк В. П., Сверстюк А. С. Математичні моделі та методи компартментного моделювання кіберфізичних систем медико-біологічних процесів: монографія. Львів: Видавництво «Магнолія – 2006», 2020. 400 с.
Chornyi O. P., Herasymenko L. V., Busher V. V. The learning process simulation based on differential equations of fractional orders. CTE Workshop Proceedings [Online]. 2021. Vol. 8. P. 473-483. DOI: https://doi.org/10.55056/cte.301
El Bhih A., Benfatah Y., Hassouni H., Balatif O., Rachik M. Mathematical modeling, sensitivity analysis, and optimal control of students awareness in mathematics education. Partial Differential Equations in Applied Mathematics. 2024. Vol. 11. P. 1-12. DOI: https://doi.org/10.1016/j.padiff.2024.100795
Funk S., Gilad E., Watkins C., Jansen V. A. A. The spread of awareness and its impact on epidemic outbreaks. PNAS. 2009. Vol. 106. P. 6872-6877. DOI: https://doi.org/10.1073/pnas.0810762106
He Z., Wang H., Hu Y., Zhao H. Dynamic analysis and optimal control of knowledge diffusion model in regional innovation ecosystem under digitalization. Scientific Reports. 2024. Vol. 14, 13124. DOI: https://doi.org/10.1038/s41598-024-63634-3
Hethcote H. W. The mathematics of infectious diseases. SIAM Review. 2000. Vol. 42. P. 599-653. DOI: https://doi.org/10.1137/S0036144500371907
Kermack W. O., McKendrick A. G. A contribution to the mathematical theory of epidemics. Proceedings of the Royal Society A. 1927. Vol. 115, issue 772. P. 700-721. DOI: https://doi.org/10.1098/rspa.1927.0118
Kishore R., Kumar D. Epidemic modeling of student learning behavior: a novel perspective. International Journal of Mathematics and Computer Research. 2025. Vol. 13, issue 3. P. 4943-4950. DOI: https://doi.org/10.47191/ijmcr/v13i3.06
Kostruba A. Pedagogical model of the formation of professional competences of lawyers: Ukrainian reality. Law Review of Kyiv University of Law. 2020. No. 2. P. 31-36. DOI: https://doi.org/10.36695/2219-5521.2.2020.04
Lewis D. Modeling student engagement using optimal control theory. Journal of Geometric Mechanics. 2022. Vol. 14, issue 1. P. 131-150. DOI: https://doi.org/10.3934/jgm.2021032
Murray J. D. Mathematical Biology I: An Introduction. New York: Springer, 2002. 551 p. DOI: https://doi.org/10.1007/b98868
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