Power Systems Research and Operation: Selected Problems III
Olexandr Kyrylenko, Serhii Denysiuk, Ryszard Strzelecki, Ihor Blinov, Ievgen Zaitsev, Artur Zaporozhets, (eds.)energy equipment of electric power systems, transmission and distribution electric
networks, which arise in modern conditions of the electricity market and the wide
implementation of Smart Grid technologies in Integrated Power System (IPS) of
Ukraine.
The research results presented in the book allow to find solutions to some of the
problems that arise during the functioning of the IPS of Ukraine in present conditions
in a series of key R&D areas.
This book covers new technologies and methods related to models for short-term
forecasting of electricity imbalances in the IPS of Ukraine, taking into account the
impact of forecasts of energy production from renewable sources on the accuracy
of the imbalance forecast. The proposed architecture and mathematical model of an
artificial neural network for deep learning forecasting of short-term electricity imbalances using hourly data.