physics informed ml

The oil and gas sector has lived the digital paradox: an early, optimistic embrace of data-driven tools that often produced flashy pilots but limited long-term operational impact. After a quarter-century of "digital oilfield" experiments, the path to meaningful AI-driven production gains is no...