ELECTRIC ENERGY DEMAND SUNSPOTS BENCHMARKING PERIODIC AUTOREGRESSIVE DATA-LIMITED VEGETATION INDEX DATA-DRIVEN MODELS CLUSTERING ALGORITHMS DATA STREAMS DEEP LEARNING MODELS SOLAR DATA ELECTRICITY SPOT MARKETS BAYESIAN MODELS RISK ANALYSIS TIME SERIES ANALYSIS TRANSFORMERS CLASS IMBALANCE ECONOMIA CRIATIVA SOLAR FLARES NEUROFUZZY NETWORK TIME SERIES MODELS NEURAL NETWORKS ACTIVE REGIONS APRENDIZADO DE MÁQUINA OPTIMIZATION EXTREME LEARNING MACHINES EVOLVING FUZZY MODELLING HIGH-PERFORMANCE COMPUTING MODERATE RESOLUTION IMAGE SPECTRORADIOMETER NEURAL FUZZY NETWORK COFFEA ARABICA L TIME SERIES FIS NEURAL NETWORK SPACE WEATHER SARIMA OIL PRODUCTION ENSEMBLES IMBALANCED DATASET INOVAÇÃO ARTIFICIAL INTELLIGENCE VALUE AT RISK STATISTICAL MODEL X-RAY FLUX DEEP LEARNING MAGNETOGRAM BIDDING MACHINE LEARNING RECURRENT NEURAL NETWORK FUZZY INFERENCE SYSTEMS DYNAMIC FUZZY SYSTEMS TIME SERIES FORECASTING