TY - BOOK AU - Kyrylenko,Olexandr AU - Denysiuk,Serhii AU - Strzelecki,Ryszard AU - Blinov,Ihor AU - Zaitsev,Ievgen AU - Zaporozhets,Artur ED - SpringerLink (Online service) TI - Power Systems Research and Operation: Selected Problems III T2 - Studies in Systems, Decision and Control, SN - 9783031447723 AV - TK1001-1841 PY - 2024/// CY - Cham PB - Springer Nature Switzerland, Imprint: Springer KW - Electric power production KW - Electrical engineering KW - Electric power distribution KW - Electrical Power Engineering KW - Electrical and Electronic Engineering KW - Energy Grids and Networks N1 - Development and Utilization of a Quasi-Dynamic Model for Power System Analysis -- On Effective Use’s Ensuring of High-Voltage Electrical Networks under Non-Full Phase Operational Conditions -- Constrained Multi-Criteria Optimization of the Hydroelectric Power Plant Schedule for Participation in the Day-Ahead Market of Ukraine -- Analysis of Global Trends in the Development of Energy Storage Systems and Prospects for Their Implementation in Ukraine -- Short-Term Forecasting of Imbalances in the IPS of Ukraine -- Air-Gap Sensors for Hydro Generators and Techniques for Air-Gap Eccentricity Fault Detection and Estimation -- Voltage Control in Electrical Grids with Virtual Power Plants with Variable Load on PV Generation N2 - 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 book proposed architecture and mathematical model of an artificial neural network for deep learning forecasting of short-term electricity imbalances using hourly data. Using a model to aggregate data with an hourly resolution followed by forecasting to reduce forecast error, the quasi-dynamic modeling method was used to analyze the impact of periodic generation on the network. The application of quasi-dynamic modeling also allows taking into account the system load curve, generation profile, storage system, as well as renewable energy sources (RES) operation in this area. The use of models makes it possible to achieve realistic estimates of generation for the required period. The book considers a local hybrid renewable energy system (HRES) based on different types of RES, which is more efficient than a system with one type of source UR - https://doi.org/10.1007/978-3-031-44772-3 ER -