IIoT - MotorDocAI

Machine Learning IoT in a Box: Lessons from the SMRP Conference

By MotorDoc October 23, 2022Artificial Intelligence, Data Science, Electric Machine, expert system, Internet of Things, Machine Learning

Lately there has been a lot of discussion about the differences surrounding electric motor prognostics with expert systems and machine learning IoT devices. The difference became glaringly obvious right before…

Review of Power Quality Data in a Traditional Grid Environment Part 2

By MotorDoc August 30, 2022Alternative Energy, Artificial Intelligence, Data Science, Internet of Things, Power Quality

Figure 1: First service at a manufacturing facility. Secondary of Utility Transformer (PCC) in an area with heavy wind/solar/nuclear Figure 2: Second service at same facility as Figure 1. Secondary…

Interactive Low and High Frequency FFT ESA/MCSA Datasets

By MotorDoc May 23, 2022Artificial Intelligence, Data Science, Electric Machine, Internet of Things, Machine Learning, Remaining Useful Life, Time to Failure Estimation, Uncategorized

Interactive ESA/MCSA spectra at the end of this post. These interactive charts go along with the following https://theramreview.com articles: https://theramreview.com/part-1-whats-behind-mcsa-and-esa-anyways/ https://theramreview.com/part-2-whats-behind-mcsa-and-esa-anyways/ https://theramreview.com/part-3-whats-behind-mcsa-and-esa-anyways/ More can be found in the associated code…

A Quick Demo of MCSA Raw Data in Python Part 3

By MotorDoc May 18, 2022Artificial Intelligence, Data Science, Electric Machine, Internet of Things, Machine Learning, Remaining Useful Life, Time to Failure Estimation, Uncategorized1 Comment

In Parts 1 and 2 we used 10kHz sampling data in current to take a look at an electric motor. In this part we will look at high and low…

A Quick Demo of MCSA Using Raw Data in Python – Part 2

By MotorDoc May 11, 2022Artificial Intelligence, Data Science, Electric Machine, Internet of Things, Machine Learning, Remaining Useful Life, Time to Failure Estimation

The data behind the second part of the series on https://theramreview.com. Note: this is for demonstrating the concepts behind MCSA/ESA, vibration and other similar spectral data analysis and should not…

A Quick Demo of MCSA Using Raw Data in Python – Part 1

By MotorDoc May 4, 2022Artificial Intelligence, Data Science, Electric Machine, Internet of Things, Machine Learning

Done in Jupyter Notebook to demonstrate some of the concepts behind MCSA/ESA/Vibration and any other data of this type. This will be very basic - DO NOT USE for product…

Welcome to MotorDoc’s Data Science, AI, and ML Study Site Launch

By MotorDoc April 26, 2022Artificial Intelligence, Data Science, Internet of Things, Machine Learning, Uncategorized

MotorDoc LLC personnel have been performing data science, ML and AI projects and similar since the mid-1990s. This site is dedicated to articles involving evaluation of data science, statistics, machine…