سيف شاكر هاشم

This paper presents a novel methodology for economic valuation of hydrocarbon reserves under volatility. We introduce a customized real options approach tailored for national oil company investment decisions.

A comprehensive review and case study analysis showing that ML models reduce downtime by 24% across standard refining processes.