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Fig 1.

Technology roadmap for digital control of low efficiency wells.

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Fig 2.

The GBDT diagnosis algorithm model is constructed.

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Fig 3.

Schematic diagram of coupled flow and analysis between wellbore tubing flow and wellhead choke.

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Fig 4.

Pressure, temperature, and flow velocity fields after coupling.

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Table 1.

Classification criteria for low-efficiency well subcategories.

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Table 1 Expand

Fig 5.

Accuracy verification of big data diagnosis and early warning algorithm.

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Fig 6.

Measure parameter optimization and remote measurement and control technology route.

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Table 2.

Concentration application criteria for high-salinity-resistant foam drainage agent systems.

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Table 2 Expand

Fig 7.

Prediction curve of hydrate formation position.

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Fig 8.

Hydrate formation time prediction curve.

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Fig 9.

Wellhead methanol injection critical concentration discrimination chart.

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Fig 10.

Methanol injection system optimization closed-loop process.

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Fig 11.

Establish a data transmission channel.

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Fig 12.

Digital transformation diagram of well X1.

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Fig 13.

X1Well site digital instrument.

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Fig 14.

Production curve of well X1.

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Fig 15.

Production curve of well X2.

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