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Документ Application of Neural Networks for the Optimization in Using of Alternative Energy Sources Processes(Khmelnytskyi National University, 2024) Zabarylo, P.O.; Zabarylo, O.V.; Korotkykh, J.A.A brief description of the general state of energy supply systems in Ukraine is provided and the main prospects for their further development in the context of energy efficiency and the involvement of renewable sources of energy generation are outlined. The need to involve more rational and effective approaches to their management is substantiated. The advantages of neural networks as one of the most effective tools for the management of complex systems are considered. Their most common classification is given and the spheres of the energy sector where their involvement will be most appropriate are specified. Further prospects for future research in this direction are outlined.Документ Potential in Strengthening Ukraine's Energy Security Through Diversification of Energy Supply Sources(Khmelnytskyi National University, 2025-09) Ploskiy, V.O.; Zabarylo, P.O.; Zabarylo, O.V.; Korotkykh, Yu.A.The importance of a reliable energy security system is substantiated. The definition of diversification of energy sources and the advantages of its application are given. Specific examples of the implementation of the above-mentioned policy of energy diversification and energy efficiency in developed countries of the European Union are given. A detailed description of the untapped potential of Ukraine in the context of the most promising sources of renewable energy against the background of a gradual reorientation to a more diversified structure and the abandonment of imported fossil fuels is given. Prospects for further research are voiced.