Data Science - MotorDocAI

MotorDoc Vlog 66 Stray Flux Analysis Its Not What You Think It Is

By MotorDoc March 15, 2025Data Science, Electric Machine, energy efficiency, expert system, Internet of Things, Machine Learning, MotorDoc Podcast, Power, Power Quality, Uncategorized

You may have seen these devices that are basically a coil measuring 'stray flux from the motor indicating machine defects.' Are these really what is claimed? I've reviewed many, many…

A Novel Approach to Detecting Machinery Insulation Defects with Electrical and Current Signature Analysis

By MotorDoc March 14, 2025Data Science, Electric Machine, energy efficiency, Internet of Things, Machine Learning, Power, Power Quality, Remaining Useful Life, Time to Failure Estimation, Uncategorized

Abstract— In this paper we will discuss the use of electrical and current signature analysis on electric machinery for the detection of insulation defects. The project involved the practical study…

Evaluation of Wind Turbine Electrical and Mechanical Defects due to Nacelle Circulating Currents

By MotorDoc March 14, 2025Data Science, Electric Machine, energy efficiency, expert system, infrastructure, Internet of Things, Machine Learning, Power, Power Quality, Time to Failure Estimation, Uncategorized

Abstract— Wind turbines are critical components of renewable energy infrastructure, but they face operational challenges due to transformer, generator and powertrain defects. One cause of the defects is nacelle circulating…

MotorDoc Vlog 65 A Tour of the EMPOWER V2 0

By MotorDoc February 27, 2025Artificial Intelligence, Data Science, Electric Machine, energy efficiency, ESG, expert system, Internet of Things, Machine Learning, MotorDoc Podcast, Power, Power Quality, Remaining Useful Life, Time to Failure Estimation, Uncategorized

A tour of the latest features for EMPOWER V2.0. This includes a full demonstration of each feature except the DFIG analysis which will only be available to EMPOWER owners. EMPOWER…

MotorDoc VLog 64 MSA and ESA Energy and Emissions Presentation

By MotorDoc February 10, 2025Alternative Energy, Data Science, Electric Machine, energy efficiency, ESG, expert system, Internet of Things, MotorDoc Podcast, Power, Power Quality, Remaining Useful Life, Time to Failure Estimation, Uncategorized

A combination of two presentations that will be included for the last time at the 2025 IndyCon on February 11, 2025, before all new presentations. Includes the EMPATH ESA and…

MotorDoc Vlog 63 Flux Probe Magic Wands Part 1

By MotorDoc February 8, 2025Data Science, Electric Machine, energy efficiency, ESG, expert system, Internet of Things, Machine Learning, MotorDoc Podcast, Power, Power Quality, Uncategorized

Note that this is not a discussion of air gap flux probes used to evaluate rotors for defects where the probes are located in the magnetic field. This is related…

Evaluation of Offline Partial Discharge in Vacuum Environments

By MotorDoc February 7, 2025Data Science, Electric Machine, energy efficiency, Power, Power Quality, Remaining Useful Life, Uncategorized

Abstract— An evaluation of several insulation types at various degrees of vacuum using repetitive discharge inception and extinction voltage offline testing will be presented. Insulation systems were evaluated in atmosphere…

VLOG 62 A Review of the NVidia Jetson Nano Board and Edge AI Comparison Including Deepseek-R1 7B

By MotorDoc January 31, 2025cybersecurity, Data Science, Internet of Things, Machine Learning, MotorDoc Podcast, social engineering, Uncategorized

In this Vlog we explore the ability of an NVidia Jetson Nano Super 8GB development board (the official version) including a raw implementation of multiple LLM models including an evaluation…

VLOG 61 A Review of NotebookLM from Google

By MotorDoc January 20, 2025Alternative Energy, Artificial Intelligence, cybersecurity, Data Science, Electric Machine, energy efficiency, Internet of Things, Machine Learning, media, MotorDoc Podcast, Power, Power Quality, Time to Failure Estimation, Uncategorized

A review and test of several topics with data to see how the podcast part of the software works. This is separated into chapters so that you can move through…

MotorDoc Vlog 60 Review EMPOWER Version 1 1b with periodic auto testing and DFIG Rotor Test

By MotorDoc January 13, 2025Alternative Energy, Artificial Intelligence, Data Science, Electric Machine, energy efficiency, ESG, expert system, Internet of Things, Machine Learning, MotorDoc Podcast, Power, Power Quality, Remaining Useful Life, Time to Failure Estimation, Uncategorized

Tour of the newest features of the EMPOWER Version 1.1b which is the interim to 1.5. In this update we have included periodic testing in increments of 5, 10, 15,…