2026. A Novel Hybrid Approach Integrating Fractional Calculus and Deep Learning for Enhanced Time Series Forecasting of Chaotic Systems. JANOLI International Journal of Mathematical Science. 1, 2 (Apr. 2026), 21–30. DOI:https://doi.org/10.64758/2j100228.