Multi-step ahead wind power forecasting based on N-BEATS model. - Luis Fernando Rodrigues Agottani; Matheus Melara Girardi; Wendel Rafael de Souza Chaves; Lucas de Azevedo Takara; Leandro dos Santos Coelho; Viviana Cocco Mariani (ISGT EUROPE, 2024)

Deep Learning-Based Probabilistic Forecasting of Household Energy Consumption in Smart Grids. - Lucas de Azevedo Takara; Luis Fernando Rodrigues Agottani; Cesar Vinicius Züge; Wendel Rafael de Souza Chaves; Leandro dos Santos Coelho; Viviana Cocco Mariani (ISGT EUROPE, 2024)

Deep reinforcement learning applied to a sparse-reward trading environment with intraday data. - Lucas de Azevedo Takara; André Alves Portela Santos; Viviana Cocco Mariani; Leandro dos Santos Coelho (Expert Syst. Appl., 2024)

Novel engine fault diagnosis framework based on machine learning and MiniRocket feature extraction using multi-correlation feature selection and predictive power score. - Lucas de Azevedo Takara; Viviana Cocco Mariani; Leandro dos Santos Coelho (Expert Syst. Appl., 2025)