Chaos and Caffeine Podcast 31 Streamline Conference C Suite ROI Energy and Emissions

Posted inAlternative Energy, Artificial Intelligence, Chaos and Caffeine Podcast, Data Science, Electric Machine, energy efficiency, ESG, infrastructure, Machine Learning, Power, Uncategorized
We attended the Streamline Conference this week, a book review of 'Condition Monitoring ROI Calculator' book and associated website by Abraham Brooks, and then the application of free US DOE…

Chaos and Caffeine Episode 29 Bridging the Gap from Theory to Real World Reliability

Posted inArtificial Intelligence, Chaos and Caffeine Podcast, Data Science, Electric Machine, energy efficiency, ESG, Internet of Things, Machine Learning, Power, Power Quality, Remaining Useful Life, Time to Failure Estimation, Uncategorized
In this episode we will have ChatGPT Juniper as our co-host - a fun little experiment and an attempt to go by a script (not very well). We discuss the…

Chaos and Caffeine Episode 26 Condition Based Reactive Maintenance

Posted inChaos and Caffeine Podcast, Data Science, Electric Machine, Internet of Things, Machine Learning, Power, Power Quality, Time to Failure Estimation, Uncategorized
When monitoring systems detect faults after they occur they are not condition-based nor are they predictive maintenance, they become condition-based reactive maintenance. In this episode we fall back on Deathwish…

Chaos and Caffeine Episode 25 EMPOWER Vibration and MCSA with Peppermint Mocha

Posted inArtificial Intelligence, Chaos and Caffeine Podcast, Electric Machine, expert system, Internet of Things, Machine Learning, Power, Power Quality, Remaining Useful Life, skilled workforce, Time to Failure Estimation, Uncategorized
A review of the upcoming EMPOWER-VIB vibration analysis system and the EMPOWER-MCSA current signature analysis system available the first week in January, 2026. Includes the new features for time to…

Chaos and Caffeine Podcast 22 Holiday Coffee and the Real Purpose of the P to F Chart

Posted inChaos and Caffeine Podcast, Data Science, Electric Machine, infrastructure, Machine Learning, Power, Power Quality, Remaining Useful Life
We enjoy some chocolate and peppermint coffee while discussing the real original use of the P-F chart per Nowlan and Heap (https://motordoc.net/wp-content/uploads/2020/02/RCMOrig.pdf) and the expansion by Moubray in 'RCM II).…

Chaos and Caffeine Podcast 21 Its the Economy Stupid and the Trades in 2026

Posted inArtificial Intelligence, Chaos and Caffeine Podcast, Data Science, Electric Machine, energy efficiency, ESG, infrastructure, Internet of Things, Machine Learning, skilled workforce, social engineering, Uncategorized
We try the Starbucks Eggnog Latte then discuss the impacts and conditions surrounding 2025, including AI, policy decisions, and the impacts of all of them on small to medium businesses.…