Real-time breakover detection during pickup weight step for friction test using machine learning techniques

A non-transitory computer readable medium comprising computer readable code for detecting a breakover event, the computer readable code executable by one or more processors to:

• obtain, during a friction test, for each of a plurality of time windows, a hookload measurement to obtain a plurality of hookload measurements;
• generate a linear model and a nonlinear model from the plurality of hookload measurements;
• identify an inflection point in the nonlinear model;
• determine a first hookload value associated with the linear model at a time value associated with inflection point;
• determine a second hookload value associated with the nonlinear model at the inflection point;
• and
• in response to determining that the first hookload value exceeds the second hookload value, determine that a breakover event has occurred.

A system for detecting a breakover event comprising:

• one or more processors;
• one or more memory devices coupled to the one or more processors and comprising computer readable code executable by the one or more processors to:
• obtain, during a friction test, for each of a plurality of time windows, a hookload measurement to obtain a plurality of hookload measurements;
• generate a linear model and a nonlinear model from the plurality of hookload measurements;
• identify an inflection point in the nonlinear model;
• determine a first hookload value associated with the linear model at a time value associated with inflection point;
• determine a second hookload value associated with the nonlinear model at the inflection point;
• and
• in response to determining that the first hookload value exceeds the second hookload value, determining that a breakover event has occurred.