Cluster-Based Approach to Estimate Demand in the Polish Power System Using Commercial Customers’ Data

This paper presents an approach to estimate demand in the Polish Power System (PPS) using the historical electricity usage of 27 thousand commercial customers, observed between 2016 and 2020. The customer data were clustered and samples as well as features were created to build neural network models...

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Autors principals:	Tomasz Ząbkowski, Krzysztof Gajowniczek, Grzegorz Matejko, Jacek Brożyna, Grzegorz Mentel, Małgorzata Charytanowicz, Jolanta Jarnicka, Anna Olwert, Weronika Radziszewska, Jörg Verstraete
Format:	Artigo
Idioma:	Inglês
Publicat:	MDPI AG 2023-12-01
Col·lecció:	Energies
Matèries:	energy usage commercial customers clustering neural networks demand model Polish Power System
Accés en línia:	https://www.mdpi.com/1996-1073/16/24/8070
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