State Estimation in Distribution Smart Grids Using Autoencoders

• Type: Article in International Conference Proceedings Book
• Date: 2014

Authors

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

Conference proceedings International

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

Pages: 358-363

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

MALAYSIA, MAR 24-25, 2014

Indexing

ISI Web of Knowledge - 31 Citations

Scopus - 40 Citations

Scientific classification

FOS: Engineering and technology > Environmental engineering

Other information

Authenticus ID: 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.

Language: English

Type (Professor's evaluation): Scientific

No. of pages: 6