no code implementations • 24 Oct 2023 • Alexandros-Menelaos Tzortzis, Sotiris Pelekis, Evangelos Spiliotis, Spiros Mouzakitis, John Psarras, Dimitris Askounis
Short-term load forecasting (STLF) is crucial for the daily operation of power grids.
no code implementations • 25 Feb 2023 • Sotiris Pelekis, Evangelos Karakolis, Francisco Silva, Vasileios Schoinas, Spiros Mouzakitis, Georgios Kormpakis, Nuno Amaro, John Psarras
In power grids, short-term load forecasting (STLF) is crucial as it contributes to the optimization of their reliability, emissions, and costs, while it enables the participation of energy companies in the energy market.
no code implementations • 8 Nov 2022 • Loukas Ilias, Dimitris Askounis, John Psarras
However, existing state-of-the-art works proposing multimodal approaches do not take into consideration the inter- and intra-modal interactions and propose early and late fusion approaches.
no code implementations • 27 Oct 2021 • Loukas Ilias, Dimitris Askounis, John Psarras
Concurrently, little work has been done in terms of both the usage of transformer networks and the way the two modalities, i. e., speech and transcripts, are combined in a single neural network.