Sucker Rod Pump Downhole Card Classification Package

Use a pre-trained ML model to classify the shapes of downhole dynamometer cards

Usage and Configuration

To perform the calculations run the workflows from this package starting with the workflow Validate Sucker Rod Pump Downhole Card Classification Package. The schedules may be adapted to use different contexts.

Follow the steps given in How do I configure packages pulled from Datagration's package repository to change the configuration of the package.

Details

Workflow Validate Sucker Rod Pump Downhole Card Classification Package

This workflow checks for the availability of needed input data. The activities in the workflow will only be executed if the workspace value RunPackageValidation is set to True.

Workflow Sucker Rod Pump Downhole Card Classification

The activity in this workflow uses a pre-trained model, stored in the workspace's storage and available downhole dynamometer cards to predict the health status of the pump. Furthermore, it returns the confidence of the predicted status.

Data Requirements

The following data is required:

Dynamometer Downhole (Reference Table)