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Workflow Automation and Intelligent Control                  191


              Table 5.5 Example of a Calculation for Gas Interference

















                 The results are shown in a real-time dashboard in the DOF operation
              center accompanied by suggested actions. For example, if the most likely
              event is gas interference, the suggested action is to reduce the choke size
              to increase the f BHP .


              5.6.5 Artificial Lift Optimization
              The previous sections have covered the surveillance and diagnostics for
              VFM. The automated workflow utilizes those to provide advisories on
              new operating conditions to optimize the operations for optimal produc-
              tion. The well performance models are built in many commercial software
              applications and the models are calibrated with production tests. The opti-
              mization model should first be adjusted for previous cases. Generally, well
              performance commercial software has interactive functions that allow per-
              forming history matches and sensitivity analyses with different operating
              points for choke size, pump frequency, line pressure, etc. The general steps
              to generate an optimization to improve the production of ESP as an example
              are as follows:
              •  Model the ESP actual operating point. We recommend using an average of
                 the last 24h of production data (pressure, production, and temperature).
              •  Verify if the electrical power and electrical current conditions are working properly.
                 Determine if the pump can handle more energy consumption, if the
                 motor can generate the required power to run the pump, and if the cable
                 is designed to provide electrical current to the motor.
              •  Evaluate the actual condition of production and pressure, and plot the operating
                 point of the pump envelop. Fig. 5.21 shows the ESP envelope for a well with
                 3–1/2in. OD tubing size. Check if the operating point is above the min-
                 imum operating point or below the maximum operating point.
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