Power Systems Research and Operation: Selected Problems III

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.