Data Science - MotorDocAI

NETA Article Neutral and Ground Harmonic Induced Power Losses and Correction

By MotorDoc November 16, 2023Data Science, energy efficiency, ESG, Machine Learning, Power, Power Quality, Time to Failure Estimation, Uncategorized

In commercial and industrial power systems, harmonic currents can createa variety of issues, including increased power losses and potential damageto equipment. This article describes the various types of power lossesassociated…

MotorDoc Podcast 9 A Tour of EMPATH ESA and Vibration

By MotorDoc November 13, 2023Data Science, Electric Machine, energy efficiency, ESG, expert system, Internet of Things, Machine Learning, MotorDoc Podcast, Power, Power Quality, Time to Failure Estimation, Uncategorized

A quick first-time use of the EMPATH ESA and Vibration data collector on a 3/4 hp electric motor and VFD. Review of upcoming field study of vibration versus ESA and…

MotorDoc Podcast 8 Reliability, Maintenance, Energy and Emissions Ramblings

By MotorDoc November 9, 2023Artificial Intelligence, Data Science, Electric Machine, energy efficiency, ESG, Internet of Things, MotorDoc Podcast, Power, Power Quality, Uncategorized

Updates and discussion surrounding Energy and Emissions and the relationship to Reliability and Maintenance. In addition we will discuss upcoming podcasts and the upcoming hunt for sasquatch. https://youtu.be/DjPlzbH171A

MotorDoc Podcast 6 Data Sciency Stuff Related to Energy per Widget

By MotorDoc October 22, 2023Alternative Energy, Artificial Intelligence, Data Science, energy efficiency, ESG, Machine Learning, MotorDoc Podcast, Power, Uncategorized

Using random data an example is used to show advanced energy analysis in energy per widget (or vice-versa) as an introduction to this concept. An example using ChatGPT, Jupyter Notebooks,…

MotorDoc Podcast 5 A Discussion of the US DOE VERIFI software

By MotorDoc October 15, 2023Alternative Energy, Data Science, Electric Machine, energy efficiency, ESG, MotorDoc Podcast, Power, Power Quality, Uncategorized

This week while preparing for the SMRP 2023 conference we put together a short discussion of the US DOE's VERIFI software. This allows you to monitor energy consumption and tie…

ECMS-E1 Panel Installation on Utility Point of Common Connection 12470 Volts

By MotorDoc October 8, 2023Data Science, Electric Machine, energy efficiency, ESG, Internet of Things, Machine Learning, MotorDoc Podcast, Remaining Useful Life, Time to Failure Estimation

A tailgate safety meeting is held prior to any installation and de-energizing even the controls side of the primary, literally in this case, no shutdown of the site was required.…

MotorDoc Podcast 4 The US Department of Energy MEASUR Software for Reliability and Maintenance

By MotorDoc October 8, 2023Alternative Energy, Artificial Intelligence, cybersecurity, Data Science, Electric Machine, energy efficiency, ESG, Internet of Things, Machine Learning, MotorDoc Podcast, Power, Power Quality, Time to Failure Estimation

Yep, more free stuff. In part 4 we will discuss how to accomplish some of the overall items that we were exploring with the EMPATH Electrical Signature Analyzer (in order to justify one) using the US Department of Energy's MEASUR software. This effectively provides the type of information we pursue easily. The podcast includes a walk-through of the motors section.

MotorDoc Podcast 3 Energy and Emissions Associated with a Belted Application

By MotorDoc September 30, 2023Data Science, Electric Machine, energy efficiency, ESG, MotorDoc Podcast, Power, Remaining Useful Life, Uncategorized

Taking the information we have put together in Podcasts 1 and 2, we apply the method using an EMPATH Electrical Signature Analyzer to a 150 hp motor and fan with…

MotorDoc Podcast 2 Energy and Emissions for Reliability and Maintenance

By MotorDoc September 23, 2023Alternative Energy, Data Science, Electric Machine, energy efficiency, ESG, MotorDoc Podcast, Power, Uncategorized

Laying the groundwork for the next podcasts on using Electrical Signature Analysis and electrical measurements to communicate reliability and maintenance to corporate energy and emission goals. In this 12 minute…

Evaluation of Wind Turbine Generators and Transformers 2022 Paper

By MotorDoc September 18, 2023Alternative Energy, Data Science, Electric Machine, energy efficiency, expert system, infrastructure, Internet of Things, Power, Remaining Useful Life, Time to Failure Estimation, Uncategorized

Abstract—During field studies of Doubly-Fed Induction Generators (DFIG) and Singly-Fed Induction Generators (SFIG) transformer and generator failures several unusual conditions were detected. A combination of subsynchronous control interaction, sub-synchronous torsionalinteraction,…