US 2023/0126460 A1 · SYSTEM AND METHOD FOR PREDICTING MACHINE FAILURE

Abstract

A system for predicting machine failure may include a controller for controlling a machine, a plurality of sensors, a plugin device, a first computing device, a second computing device, and/or a third computing device. The sensors and/or the plugin device may be communicatively coupled to the controller. The first computing device may be communicatively coupled to the plugin device. The plugin device may transmit data associated with the machine to the first computing device. The first computing device may execute at least one low fidelity model to determine an interesting event associated with the machine. The second computing device may be communicatively coupled to the first computing device. The first computing device may transmit data associated with the interesting event to the second computing device. The second computing device may execute at least one high fidelity model to determine a machine failure prediction.

Claims20

Dependent claims

A method for predicting machine failure, the method comprising:

collecting data associated with a machine;
inputting the data associated with the machine into at least one low fidelity model of a first computing device to determine an interesting event associated with the machine;
transmitting, via the first computing device, data associated with the interesting event to a second computing device;
inputting the data associated with the interesting event into at least one high fidelity model of the second computing device to determine a machine failure prediction;
transmitting, via the second computing device, the machine failure prediction to a third computing device;
and
displaying, via the third computing device, the machine failure prediction.

4 more elements

A system for predicting machine failure, comprising:

a controller for controlling a machine of a manufacturing station;
a plurality of sensors disposed proximate the machine, the sensors communicatively coupled to the controller;
a plugin device communicatively coupled to the controller;
a first computing device communicatively coupled to the plugin device, the plugin device transmits data associated with the machine to the first computing device, and the first computing device executes at least one low fidelity model to determine an interesting event associated with the machine;
a second computing device communicatively coupled to the first computing device, the first computing device transmits data associated with the interesting event to the second computing device, and the second computing device executes at least one high fidelity model to determine a machine failure prediction;
and
a third computing device communicatively coupled to the second computing device, the second computing device transmits the machine failure prediction to the third computing device, and the third computing device displays the machine failure prediction.

4 more elements

Dependencies are inferred from the claim text.

System and method for predicting machine failure

Life of this patent

System and method for predicting machine failure

Life of this patent

Abstract

Claims20