Adriana Vieira dos Santos

Machine Learning Across the Heavy Oil Value Chain: A Review of Methodological Maturity and Industrial Deployability

Heavy and extra-heavy oils represent a large and growing share of recoverable hydrocarbon resources, yet their extreme viscosity, high heteroatom content, and non-Newtonian behavior routinely defeat empirical correlations developed for conventional crude. Machine learning has emerged as a candidate response to this mod...