Category: ML
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You’re Doing it Wrong. Probably.
By Howard W. Penrose, Ph.D., CMRPMotor Diagnostics and Motor Health Newsletter Apparently, I have spent a good portion of the past several months telling people, “You’re doing it wrong.” Between the recent LinkedIn articles, reliability discussions, and Chaos and Caffeine podcasts, a pattern has emerged. We have more sensors, software, dashboards, artificial intelligence, machine learning,…
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Chaos and Caffeine, Episode 55: From Industry 1.0 to Maintenance 5.0
In Episode 55 of Chaos and Caffeine, ReliaSquatch joins me to explore Industry 1.0 through 5.0 and the parallel evolution of maintenance from reactive repair to human-centered, data-supported reliability. We discuss why sensors, CMMS platforms, IoT, and AI do not create improvement by themselves, especially when organizations continue automating the same assumptions and waiting until…
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AI, Chaos and Caffeine Podcast, Data Science, ESA, MCSA, ML, Time to Failure Estimation, UncategorizedChaos and Caffeine Episode 52 Your System Your Data Your Risk
In Chaos and Caffeine Episode 52, ReliaSquatch is joined by red-team ethical hacker Silus Barnaby to examine the hidden risks of continuous condition monitoring. From poorly placed wireless vibration sensors and missed machine faults to exposed operational data, cloud security, AI-only analysis, and cybersecurity vulnerabilities, this episode explores how monitoring systems can fail when installation,…
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Chaos and Caffeine Podcast, Data Science, Electric Machine, ESA, MCSA, ML, Reliasquatch, UncategorizedChaos and Caffeine Podcast 48 The Reliasquatch Coffee Test and Machine Intelligence
In this episode we try a sample of potential ReliaSquatch coffee that will be provided at the upcoming EASA conference. We discuss upcoming conferences, workshops and expansions to MotorDoc LLC – and a few other surprises. We end with responses to a few questions and comments we have received in email and social media.
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Chaos and Caffeine Podcast 47 Bigfoot Baselines and Bad Assumptions
In this episode we try a cheap office coffee and then Jun and I discuss the use of counterfactual approaches for energy, waste stream, process, reliability and maintenance. We then use examples of each and provide information on how to make energy and reliability programs survive. Here is the YouTube link if you don’t see…
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Not My First Rodeo: How Projects Get Lost in the Weeds
In a recent project request I was asked to evaluate an ongoing study. When I started into the work I quickly realized why I was asked to look at the project. I am going to be vague as this was not unusual in every kind of project we’ve seen: the scope of the project was…
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Reliasquatch.com is an article, news and podcast site with the goal of providing information for the reliability, maintenance, and related industries. Focus is on commercial, industrial, utility, military, manufacturing and related. You will find a focus on CBM-related tech. The site is fully supported by motordoc.com with advertising available.

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