Data Science - MotorDocAI

MotorDoc Vlog 79 Harmonics Impact on Electric System and Machine Reliability

By MotorDoc July 4, 2025Data Science, Electric Machine, energy efficiency, ESG, expert system, MotorDoc Podcast, Power, Power Quality, Remaining Useful Life, Time to Failure Estimation, Uncategorized

Happy 250th birthday to the USA. In this vlog we discuss harmonics and their impacts on everything from lighting to bearings and even winding defects. This references an article on…

MotorDoc Vlog 78 Discussion of AI Hallucination Business Impacts

By MotorDoc June 21, 2025Artificial Intelligence, Data Science, Internet of Things, Machine Learning, MotorDoc Podcast, Uncategorized

In a 2025 summary of AI hallucinations and impact on business it was noted over $60 billion in lost business due to hallucinations. In this podcast we discuss the studies…

MotorDoc Vlog 76 Evaluation of Wind Turbine Electrical and Mechanical Defects Due to Nacelle Circulating Currents

By MotorDoc June 7, 2025Alternative Energy, Data Science, Electric Machine, energy efficiency, ESG, MotorDoc Podcast, Power, Power Quality, Remaining Useful Life, Time to Failure Estimation, Uncategorized

Based on Dr. Penrose's IEEE EIC paper 'Evaluation of Wind Turbine Electrical and Mechanical Defects Due to Nacelle Circulating Currents,' as the practice session for the presentation. Introduction to how…

MotorDoc Vlog 75 A Discussion of IEEE Std 43 2022 the IEEE Standard for Harmonic Control

By MotorDoc June 1, 2025Data Science, Electric Machine, energy efficiency, ESG, MotorDoc Podcast, Power, Power Quality, Uncategorized

IEEE Std 519™-2022 is a technical standard providing guidance for controlling electrical harmonics in power systems, establishing design goals for systems with both linear and nonlinear loads by defining acceptable…

Introduction to Reliability Maintenance Energy and Emissions Tools as Key Performance Indicators

By MotorDoc May 26, 2025Artificial Intelligence, Data Science, Electric Machine, energy efficiency, ESG, Machine Learning, MotorDoc Podcast, Power, Power Quality, skilled workforce, Time to Failure Estimation, Uncategorized

In this free course we will cover some of the tools that can help you get started on tying your R&M to corporate Energy and Emissions goals. The majority of…

Electrical and Current Signature Analysis in Wind Generator Reliability

By MotorDoc May 17, 2025Artificial Intelligence, Data Science, Electric Machine, expert system, Internet of Things, Machine Learning, MotorDoc Podcast, Remaining Useful Life, Time to Failure Estimation, Uncategorized

This summer, 2025, MotorDoc and MotorDocAI are publishing multiple technical papers on NEW field research findings with ESA/MCSA using the EMPOWER MCSA and EMPATH ESA systems. In the papers we…

MotorDoc New Offering Unboxing Something Old Something New

By MotorDoc May 7, 2025Data Science, Electric Machine, expert system, media, Remaining Useful Life, Time to Failure Estimation, Uncategorized

Yeah, you thought we'd abandoned this. Well, there are times when this is necessary - Lots coming!! https://youtu.be/ybyHz2WtIK0

MotorDoc Vlog 70 From the Agentic AI Unbelievable to the Vibration Ridiculous

By MotorDoc April 26, 2025Artificial Intelligence, Data Science, Electric Machine, expert system, Internet of Things, Machine Learning, MotorDoc Podcast, Uncategorized

Well, it wasn't supposed to be this bad. Everyone was convinced that we needed to move towards continuous monitoring IIoT systems, especially vibration. Our adventures have not been flattering where…

MotorDoc VLOG 69 EMPOWER New Features including AI Trigger and Data Comparison

By MotorDoc April 13, 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

Final updates associated with EMPOWER V2.5 which includes comparing any two spectra and the first ever local AI-set random tree regression or neural network training system for determining what is…

MotorDoc Vlog 68 Run Thru of Mobius ESA and MCSA Conference Presentation with Extra Slides

The presentation given at Mobius CBM Connect Live in Houston related to the basics of ESA and MCSA with a bit of a surprise based on MotorDoc research on bearing…