OPENTECHNICAL PUBLICATION
OT-2026-000000292

Machine learning-based systems for parameter deviation monitoring and alerting in engines and pump controls

Published: 2026-09-15T19:02:42.622318Z
Permanent URL: https://opentechnical.org/p/OT-2026-000000292
Categories: Sensors, Controls & Machine Vision > Industrial Control

------------------------------------------------------------------------

ABSTRACT

Exemplary embodiments are disclosed of controllers with machine learning and
systems including the same. In exemplary embodiments, a controller is
configured to include or be operable for executing a machine learning process
during which the controller learns normal level(s) of parameter(s) (e.g.,
system component(s) and/or sensor(s) parameters, etc.) to be monitored across
a full operational range of a system component, which, in turn, enables the
controller to compare the monitored parameter(s) to the learned normal
level(s) for detection of issue(s) or problem(s) associated with the monitored
parameter(s), e.g., regardless of the RPM at which the engine, machine, motor,
or other system component is operating, etc.

------------------------------------------------------------------------

OpenTechnical publication OT-2026-000000292
Published 2026-09-15T19:02:42.622318Z
https://opentechnical.org/p/OT-2026-000000292