Halliburton Energy Services, Inc.

Gurunath Venkatarama Subrahmanya Gandikota

Shashwat Verma

Geetha Gopakumar Nair

Janvi Nayan Acharya

Pradyumna Singh Rathore

Richa Choudhary

A method comprises receiving a time series of data values for a time window of each operational parameter of a number of operational parameters of equipment; calculating a time derivative feature that comprises a change of the data values of a first operational parameter of the number of operational parameters over the time window; and classifying, using a machine learning model and based on the time derivative feature, an operational mode of the equipment into different failure categories.

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Bengaluru, India

Gurunath Venkatarama Subrahmanya Gandikota