ALEXANDRIA, Va., March 5 -- United States Patent no. 12,242,260, issued on March 4, was assigned to Halliburton Energy Services Inc. (Houston).
"Machine learning based equipment failure prediction" was invented by Gurunath Venkatarama Subrahmanya Gandikota (Bangalore, India), Shashwat Verma (Bengaluru, India), Geetha Gopakumar Nair (Katy, Texas), Pradyumna Singh Rathore (Bangalore, India), Janvi Nayan Acharya (Mumbai, India) and Richa Choudhary (Samastipur, India).
According to the abstract* released by the U.S. Patent & Trademark Office: "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 c...