18336113. VIRTUAL ESP MODEL TO DETECT SYSTEM DEGRADATION FOR PREVENTIVE MAINTENANCE (Halliburton Energy Services, Inc.)

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VIRTUAL ESP MODEL TO DETECT SYSTEM DEGRADATION FOR PREVENTIVE MAINTENANCE

Organization Name

Halliburton Energy Services, Inc.

Inventor(s)

Yuzhu Hu of Tulsa OK (US)

Frank Corredor of Houston TX (US)

Clara Susana Tandazo Castro of Houston TX (US)

Hans Sjerps of Amsterdam (NL)

Juan Pablo Atencia Alvarez of Bogota (CO)

Xunlez Alexis Nunez of Houston TX (US)

VIRTUAL ESP MODEL TO DETECT SYSTEM DEGRADATION FOR PREVENTIVE MAINTENANCE

This abstract first appeared for US patent application 18336113 titled 'VIRTUAL ESP MODEL TO DETECT SYSTEM DEGRADATION FOR PREVENTIVE MAINTENANCE



Original Abstract Submitted

A method comprises selecting at least one wellbore variable of a wellbore operation and for each of two or more machine learning models, training each respective machine learning model with a respective set of training data values of the at least one wellbore variable detected in a respective different time interval. The method comprises for each of the two or more machine learning models, processing, for each of the at least one wellbore variable, a set of data samples of the respective at least one wellbore variable using each of the two or more trained machine learning models to output a respective model output response for each data sample of a set of data samples.