Yulianto, H.D. et al. 2026. A Predictive Intelligence Framework for Digital Twin Ready Crude Oil Supply Planning Using Seasonal Time Series Decomposition. Operations Excellence: Journal of Applied Industrial Engineering. 18, 1 (Mar. 2026), 1–11. DOI:https://doi.org/10.22441/oe.2026.v18.i1.161 .