Detalhes
Nome
José Ricardo AndradeCluster
EnergiaCargo
InvestigadorDesde
01 julho 2016
Nacionalidade
PortugalCentro
Centro de Sistemas de EnergiaContactos
+351222094230
jose.r.andrade@inesctec.pt
2022
Autores
Andrade, JR; Rocha, C; Silva, R; Viana, JP; Bessa, RJ; Gouveia, C; Almeida, B; Santos, RJ; Louro, M; Santos, PM; Ribeiro, AF;
Publicação
IEEE ACCESS
Abstract
2021
Autores
Coronati, A; Andrade, JR; Bessa, RJ;
Publicação
ELECTRIC POWER SYSTEMS RESEARCH
Abstract
Forecasts of residual demand curves (RDCs) are valuable information for price-maker market agents since it enables an assessment of their bidding strategy in the market-clearing price. This paper describes the application of deep learning techniques, namely long short-term memory (LSTM) network that combines past RDCs and exogenous variables (e.g., renewable energy forecasts). The main contribution is to build up on the idea of transforming the temporal sequence of RDCs into a sequence of images, avoiding any feature reduction and exploiting the capability of LSTM in handling image data. The proposed method was tested with data from the Iberian day-ahead electricity market and outperformed machine learning models with an improvement of above 35% in both root mean square error and Frèchet distance. © 2020
2021
Autores
Soares, F; Madureira, A; Pages, A; Barbosa, A; Coelho, A; Cassola, F; Ribeiro, F; Viana, J; Andrade, J; Dorokhova, M; Morais, N; Wyrsch, N; Sorensen, T;
Publicação
ENERGIES
Abstract
2021
Autores
Menci, SP; Bessa, RJ; Herndler, B; Korner, C; Rao, BV; Leimgruber, F; Madureira, AA; Rua, D; Coelho, F; Silva, JV; Andrade, JR; Sampaio, G; Teixeira, H; Simoes, M; Viana, J; Oliveira, L; Castro, D; Krisper, U; Andre, R;
Publicação
ENERGIES
Abstract
2021
Autores
Almeida, B; Santos, RJ; Louro, M; Santos, PM; Ribeiro, AF; Bessa, RJ; Gouveia, C; Andrade, JR; Silva, RE; Rocha, CN; Viana, JP;
Publicação
CIRED 2021 - The 26th International Conference and Exhibition on Electricity Distribution
Abstract
The access to the final selection minute is only available to applicants.
Please check the confirmation e-mail of your application to obtain the access code.