A.G. Massel1, T.G. Mamedov2

1,2 Melentiev Energy Systems Institute SB RAS (Irkutsk, Russia)

1 amassel@gmail.com, 2 mamedowtymur@yandex.ru

A pressing scientific challenge in ensuring energy security is the formalization, automation, and reproducibility of research into the development and operation of the fuel and energy complex. Existing approaches based on a two-tiered technology for researching the fuel and energy complex rely on qualitative analytical methods, such as ontological and cognitive modeling. The transition from the results of such analysis to formalized mathematical models and development scenarios is largely manual. This limits the effectiveness of using developed models and tools in substantiating development directions for the complex from an energy security perspective.

Massel A.G., Mamedov T.G. A software component for integrating cognitive and mathematical modeling in the energy knowledge ecosystem. Highly Available Systems. 2026. V. 22. № 1. P. 35−40. DOI: https://doi.org/10.18127/j20729472-202601-07 (in Russian)

1. Massel L.V., Massel A.G. Postroenie Ekosistemy znanij na osnove IT-infrastruktury sistemnyh issledovanij v energetike. Vestnik YUgorskogo gosudarstvennogo universiteta. 2023. № 4. P. 78–87. https://doi.org/10.18822/byusu20230478-87
2. Sarmiento I., Cockcroft A., Dion A., Belaid L., Silver H., Pizarro K., Pimentel J., Tratt E., Skerritt L., Ghadirian M.Z., Gagnon-Dufres-
   ne M.-C., Andersson N. Fuzzy cognitive mapping in participatory research and decision making: a practice review. Archives of Public Health. 2024. V. 82. № 76.
3. Schuerkamp R., Giabbanelli P.J. Extensions of Fuzzy Cognitive Maps: A Systematic Review. ACM Computing Surveys. 2023. V. 56. № 2. P. 53.
4. Druzhinina O.V., Masina O.N., Igonina E.V. Primenenie metodov iskusstvennogo intellekta i kognitivnyh tekhnologij v zadachah modelirovaniya dinamicheskih system. Sovremennye informacionnye tekhnologii i IT-obrazovanie. 2022. V. 18. № 1. P. 83–97.
5. Massel A.G., Mamedov T.G., Pyatkova N.I. Tekhnologiya vychislitel'nogo eksperimenta v issledovaniyah raboty energeticheskih otraslej pri realizacii ugroz energeticheskoj bezopasnosti. Informacionnye i matematicheskie tekhnologii v nauke i upravlenii. 2021. V. 23. № 3. P. 62–73.
6. Massel A.G., Mamedov T.G. Integraciya matematicheskogo i kognitivnogo modelirovaniya v issledovaniyah napravlenij razvitiya TEK s pozicii energeticheskoj bezopasnosti. Informacionnye i matematicheskie tekhnologii v nauke i upravlenii. 2025. № 3(39). P. 61–71. https://doi.org/10.25729/ESI.2025.39.3.006