Семинар из вештачке интелигенције, 15. децембар 2021.

• 13. Децембар, 2021
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Наредни састанак Семинара биће одржан онлајн у среду, 15. децембра 2021. од 19 до 20 часова.

Предавач: Prof. Aleksandra Dedinec, Faculty of Computer Science and Engineerings, Ss. Cyril and Methodius University, Skopje, Macedonia

Наслов предавања: APPLICATION OF MACHINE LEARNING MODELS IN SMART GRIDS

Апстракт:
In this research, application of machine learning methods in smart grids is analyzed. This aspect includes the utilization of the large amount of available digital information for creating smart models for planning and forecasting. The latest and new achievements in the field of machine learning are used for that purpose. Specifically, models based on deep belief networks are developed and it is examined whether these models may be applied for electricity load and price forecasting. For that purpose, the hourly data of the prices of the power exchanges in the region of Southeast Europe (Serbia, Bulgaria and Croatia) are used, as well as hourly data for electricity load in Macedonia. The obtained results present the advantages of the developed models based on deep belief networks, compared to the traditional neural networks, when pplied to electricity price and load forecasting. Additionally, the important variables that are used as an input in each of the models are presented.

Регистрациона форма за учесће на Семинару је доступна на:
https://miteam.mi.sanu.ac.rs/asset/CW5nJWDSEZDj7p32p

Пренос семинара је доступан и регистрованим и нерегистрованим корисницима на следећем линку:
https://miteam.mi.sanu.ac.rs/asset/4LNW8WtML7rLKojoz