US Patent Issued to Halliburton Energy Services on Aug. 4 for "Virtual ESP model to detect system degradation for preventive maintenance" (American, Colombian, Dutch Inventors)

ALEXANDRIA, Va., Aug. 5 -- United States Patent no. 12,699,388, issued on Aug. 4, was assigned to Halliburton Energy Services Inc. (Houston).

"Virtual ESP model to detect system degradation for preventive maintenance" was invented by Yuzhu Hu (Tulsa, Okla.), Frank Corredor (Houston), Clara Susana Tandazo Castro (Houston), Hans Sjerps (Amsterdam), Juan Pablo Atencia Alvarez (Bogota, Colombia) and Xunlez Alexis Nunez (Houston).

According to the abstract* released by the U.S. Patent & Trademark Office: "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 l...