Research Article

Neural Network-Based Beam Pumper Model Optimization

Table 1

Contents of model optimization.

SchemesMain contentsCycleCost

Surface component optimization schemeAdjust motor specification; replace part of the belt, adjust wheel-groove matching degree, adjust belt tightness, and clean the belt; add gear oil to reduction box, clean oilway of reduction box, and check the intactness of box components; check the lubrication of rod mechanism21 hours70,000 yuan
Downhole component optimization schemeAdjust tilt angle of horsehead, match sealing method with wellhead, and adjust sealing tightness; clean the wax, adjust/replace the centering device, and change for a large tubing; maintain deep well pump and tubing166 hours170,000 yuan