
21 Mar Design and Development of an Augmented Reality (AR) Enhanced Predictive Maintenance System with Artificial Intelligence (AI) for Industrial Mobile Robot.
Design and Development of an Augmented Reality (AR) Enhanced Predictive Maintenance System with Artificial Intelligence (AI) for Industrial Mobile Robot.
Abstract:
The technology relates to a method for operation of a predictive maintenance system for motorized machines. The method includes extracting sensor data from a plurality of plug and play sensors strategically positioned to capture relevant information associated with a motor performance. The method further includes transmitting the extracted sensor data to an edge processing industrial personal computer (PC). The method further includes performing a pre-processing of the sensor data using a Fast Fourier Transform (FFT) technique. The method further includes feeding the pre-processed sensor data into a machine learning model for at least one of an anomaly detection, a failure detection, and a failure forecast. The method further includes selecting predictions generated by the machine learning model in a centralized dashboard. The method further includes iteratively training a machine learning model implemented within the predictive maintenance system.

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