A review of some types of roller and ball bearing defects and how they are investigated with a microscope. This is not all-inclusive for bearing analysis and does not include…
Electrical signature analysis (ESA) is a prognostic tool used to assess the performance and health of electric machine systems, including power quality and powertrain, by analyzing voltage and current waveforms.…
Went off on a rant related to some of the marketing fluff that appears to result in improper applications of vibration and other predictive maintenance technology. Discussion and demonstration of…
A review and discussion of the EMPATH ECMS continuous electrical signature analysis monitoring system, what it does, MotorDocAI features, and a full demonstration of setting up the base software. Warts…
A tour of the settings and analysis capabilities of the EMPATH software - Part 1. A walk-through of a 50hp motor with a series of common conditions. Software version 8.0f.…
Electrical Signature Analysis (ESA) is a powerful diagnostic tool used to assess the performance and health of induction motors by analyzing voltage and current waveforms. This article, Part 3 of…
How Electrical and Current Signature Analysis is used with transformers to look at condition, waveforms, power quality, and condition including loose connections. Enjoy! Features the use of the EMPATH and…
A discussion of the difference between rules-based IoT, also known as 'expert systems,' and physical models (ML/AI) for condition-based maintenance. Demonstration of both as well as a case study of…
Using trended data from an ESA system on a wind turbine (raw data not spectral) develop a quick anomaly detection system in ChatGPT then compare to an expert system analysis.…