Patent ID: 11867055
Assignee: SAUDI ARABIAN OIL COMPANY
Field: Civil engineering (Other fields)
Classification: CPC E  G | IPC E  G

Claim 7:
8. A method, comprising:
measuring drilling performance metrics while performing drilling operations in an offset well using an instrumented cutter of a drill bit comprising an on-cutter sensor;
transmitting the drilling performance metrics to a computing device;
training a machine learning (ML) model hosted by the computing device using processed drilling performance metrics, surface drilling parameters, and characteristics of the instrumented cutter to obtain a trained ML model;
using the trained ML model to optimize the surface drilling parameters and predict drill bit performance while performing drilling operations in a current well;
processing the drill performance metrics, surface drilling parameters, and the characteristics of the instrumented cutter by:
aggregating drill performance metrics from a plurality of on-cutter sensors of the instrumented cutter; and
transforming the drill performance metrics, the surface drilling parameters, and characteristics of the instrumented cutter to remove noise using a Fast Fourier Transform.