State Estimation in Distribution Smart Grids Using Autoencoders

• Tipo: Artigo em Livro de Atas de Conferência Internacional
• Data: 2014

Autores

Pereira Barbeiro, PNP (Autor) Outra; Krstulovic, J (Autor) Outra; Teixeira, H (Autor) Outra; Pereira, J (Autor) FEP; Soares, FJ (Autor) Outra; Iria, JP (Autor) Outra

Ata de Conferência Internacional

Título: 2014 IEEE 8TH INTERNATIONAL POWER ENGINEERING AND OPTIMIZATION CONFERENCE (PEOCO)

Páginas: 358-363

8th IEEE International Power Engineering and Optimization Conference (PEOCO)

MALAYSIA, MAR 24-25, 2014

Indexação

ISI Web of Knowledge - 31 Citações

Scopus - 40 Citações

Classificação Científica

FOS: Ciências da engenharia e tecnologias > Engenharia do ambiente

Outras Informações

ID Authenticus: P-009-HKA

DOI: 10.1109/peoco.2014.6814454

Abstract (EN): This work proposes an innovative method based on autoencoders to perform state estimation in distribution grids, which has as main advantage the fact of being independent of the network parameters and topology. The method was tested in a real low voltage grid (incorporating smart grid features), under different scenarios of smart meter deployment. Simulations were performed in order to understand the necessary requirements for an accurate distribution grid state estimator and to evaluate the performance of a state estimator based on autoencoders.

Idioma: Inglês

Tipo (Avaliação Docente): Científica

Nº de páginas: 6