Registration Number
0222U002442,
0119U001184
, R & D reports
Title
Heterogeneous network of information collecting, transfering and processing for distributed generation system MicroGrid
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Head
Ямненко Юлія Сергіївна,
Registration Date
13-02-2022
Organization
National Technical University of Ukraine "Igor Sikorsky Kyiv Polytechnic Institute"
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A generalized method of big data processing and machine learning in MicroGrid has been developed. An algorithm for data preparation and analysis has been developed to improve the prediction of electricity consumption and generation. An assessment of the importance and impact on forecasting the time of day, month, year, temperature, humidity and atmospheric pressure. The analysis is carried out and the conceptual decisions for the account of meteorological data at management of MicroGrid systems are developed. Criteria for evaluating the MicroGrid system based on previous analysis and developed conceptual solutions for MicroGrid management have been created. Machine learning algorithms based on previously formed test kits have been developed. This takes into account the criteria - minimizing daily electricity consumption, maximizing profits from alternative power sources, limiting peak loads.
The concept of the Internet of Things for distributed generation systems has been developed, namely one that takes into account information important for generation (predicted wind, insolation parameters, etc.). Methods have been developed for the Internet of Things that can detect anomalies, in particular those that affect the security of the Internet of Things and, as a consequence, the security of MicroGrid. Methods for finding anomalies in MicroGrid user behavior based on data analysis from the network of sensors of technical parameters have been developed. Components and materials for the experimental stand of the IoT system were selected. The structure of the full-scale layout of the Internet of Things based on the RasberryPI board has been developed and agreed upon. The layout is configured to collect and analyze data in the MicroGrid network.
Product Description
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Boiko Ivan Yu.
Gvosdetska Nataliya M
Globa Larysa S
Zaharchuk Lyubov V
Krylov Artem V
Kurdecha Vasyl V
Levchenko Vitalij V.
Sak Olga M
Saryboga Hanna V
Sulima Svitlana V
Tereshchenko Tetyana O
Khokhlov Yuriy V
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2022-03-09
