ARYAN, E. R.; I, M. MATHEMATICAL FORMULATIONS, OPTIMIZATION, AND STATISTICAL VALIDATION OF HYBRID DEEP LEARNING MODELS FOR SHORT-TERM WIND SPEED FORECASTING: A COMPARATIVE ANALYSIS OF ANN, LSTM, SVM, ARIMA-ANN, CNN-BILSTM, AND CNN-BILSTM-ATTENTION ARCHITECTURES. International Journal For Research In Advanced Computer Science And Engineering, [S. l.], v. 12, n. 1, p. 46–53, 2026. DOI: 10.65327/cse.v12i1.2479. Disponível em: https://ijracse.org/index.php/cse/article/view/2479. Acesso em: 30 may. 2026.