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Case Studies

Optimizing WAG Injection in a Carbonate Field Using CRM & ML

A major carbonate field with 53 producers and 45 injectors had been under waterflooding since the 1950s. In the mid-1990s, Water-Alternating-Gas (WAG) was introduced to improve sweep efficiency. Despite decades of operation, suboptimal injector performance and inefficient gas allocation limited oil recovery.

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Umm Shaif Field in ADNOC

The Umm Shaif Field, operated by ADNOC, is an offshore asset with complex reservoir heterogeneities and a mix of oil and gas development challenges. Traditional full-physics reservoir simulations for field development planning (FDP) were taking 9–12 months, limiting the ability to evaluate multiple scenarios and reducing decision-making confidence.

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Al Nouf Field in ADNOC

ADNOC’s WAG injection operations required validation of CRM connectivity analysis against full-physics forecasts. A key challenge was that simulation forecasts often start from a BHP-controlled state rather than the field’s true operational regime, leading to unrealistic production trends and limiting the reliability of direct well-by-well comparisons.

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ABK Field in ADNOC

ADNOC sought to optimize waterflood management and field development planning (FDP) across multiple reservoirs. Traditional approaches—manual pattern analysis and full-physics simulation—took 6–18 months and limited the ability to evaluate multiple scenarios, slowing optimization and reducing confidence in well and injection planning decisions.

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