WELL B-12 · BAGHEWALA FIELD · MODEL / DEMO ESTIMATES

SRP AI OPTIMIZER

Balance stroke, pumping speed and VFD frequency against heavy-oil viscosity, fluid level, rod loading and pump fillage.

CURRENT SRP SETTINGS

Stroke length2.55 m
Pumping speed5.8 SPM
VFD frequency43 Hz

AI RECOMMENDED SETTINGS

Stroke length2.5 m-2%
Pumping speed5.2 SPM-10.3%
VFD frequency42 Hz-2.3%

Targets lower dynamic loading while holding representative heavy-oil lift performance.

Rod load

92.1 %

Pump fillage

89.5 %

Pump efficiency

80.7 %

Wellbore pressure

27.9 bar

Fluid level

69.4 %

Reservoir temperature

70.8 °C

Crude viscosity

598 cP

Rod floating risk

39.4 %

Impact loading risk

38.5 %

Oil production

43.8 m³/day

ROD IMPACT LOADING RISK

Dynamic load reversal monitor

Modeled load-position evidence for Well B-12. All values are simulation/model estimates.

VIEW LOAD CARD

Peak rod load

105%

AI target 92.4%

Minimum rod load

82.3%

AI target 79.6%

Load fluctuation

22.7%

Peak-to-trough modeled card

Impact severity

CONTROLLED

38.5% live twin risk

Model scenario

HIGH → LOW

78% → 28% estimate

AI recommended SRP: reduce SPM from 5.8 → 4.9, then optimize stroke and VFD toward 2.5 m / 42 Hz. This reduces modeled impact loading by slowing rod reversal while protecting fillage.

PREDICTED OUTCOME AFTER SRP OPTIMIZATION

AI simulation / prototype estimate · model confidence: 89% (not validated field accuracy)

LOWER DYNAMIC LOAD

Expected oil production

44 m³/day

+0.2 m³/day

Pump efficiency

85.6%

+4.9 pts

Energy intensity

546 kWh/bbl

-2.5%

Rod floating risk

27.8%

11.6 pts lower

Impact loading risk

28.7%

9.8 pts lower

Rod failure risk

29%

8 pts lower

Pump fillage

95.4%

+5.9 pts

Peak rod load

85.5%

6.6 pts lower

DYNAMOMETER-STYLE LOAD CARD

Current vs AI-optimized modeled polished-rod load.

6%17%28%39%50%61%72%83%100%0306090120

AI EXPLANATION

Why the model changes SRP speed

Heavy-oil viscosity is 598 cP at 70.8°C. At 5.8 SPM, the modeled fluid level and fillage produce dynamic rod loading that elevates floating and impact risk.

Change: Set 2.5 m stroke, 5.2 SPM and 42 Hz.
Expected effect: Better fillage, lower load reversal and lower energy intensity while maintaining representative production.
Predicted rod-floating risk: 39.4% → 27.8%
OIL-TWIN AI · Baghewala Heavy Oil Operations · DEMO MODE · REPRESENTATIVE DATA
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