Saiful Alam

HYBRID PHYSICS-INFORMED MACHINE LEARNING FRAMEWORK FOR PREDICTING METHANE HYDRATE RESERVOIR PRODUCTIVITY

Methane hydrates hold enormous quantities of natural gas in a form that could meaningfully add to the world's future energy supply, yet accurately forecasting how productive a given reservoir will be remains difficult. The obstacle is coupling: thermal, hydraulic, mechanical, and geochemical processes all interact duri...