algorithms
Webinars
Model-Based Machine Health Algorithms
KCF Technologies is combining standardized machine health sensor installation with both AI-generated and human-validated cases of various machine faults to build asset-specific models for assets like pumps, fans, electric motors, gearboxes, etc. to automatically identify machine faults.
- Dave Kraige
- KCF Technologies, Inc.
10 Minute Talk
Important Vibration Analysis Tips You Need to Know
In the last 20 years the industry has improved predictive maintenance processes and the tools used to perform it. In particular, vibration analysis technology has evolved to unimaginable levels.
What is vibration analysis? And more importantly, what do you need to know to start learning about it? Well, I invite you to read this article to explore it with me.
- Dr. Thierry Erbessd
- Erbessd Instruments
White Papers
Why MEMS Accelerometers Are Becoming the Designer’s Best Choice for CbM Applications
A small number of semiconductor manufacturers have overcome the noise, bandwidth and g-Range shortcomings commonly associated with MEMS sensors used in Condition-based Monitoring (CbM) by producing several medium and high-performance MEMS vibration sensors with the latter being comparable to piezo accelerometers.
- Chris Murphy
- Analog Devices, Inc
Two Minute Tips
Detecting and Diagnosing Imbalance in a System
Next-generation sensors based on MEMS technology, combined with advanced algorithms for diagnostic and prognostic applications, expand opportunities to measure a variety of machines and improve the ability to effectively monitor equipment, improve uptime, enhance process quality, and increase throughput. This 2 minute tip reviews imbalance faults and their characteristics to provide insights into some of the key system requirements that must be considered when developing a condition-based monitoring solution.
- Pete Sopcik
- Analog Devices, Inc
White Papers
Embedded Sensor Platform with AI Algorithms—Locally from Big Data to Smart Data
Industry 4.0 applications generate a huge volume of complex data—big data. This naturally increases the potential for generating added value along the entire value chain. Only with relevant, high quality, and useful data—smart data—can the associated economic potential be unfolded...
- Dzianis Lukashevich
- ADI
Two Minute Tips
Artificial Intelligence vs Vibration-Based Diagnostics
What is important to know is that vibration monitoring techniques that are widely used at present generate the domain of informative features of equipment defects in a form that is extremely problematic for automatic systems. The main issue is...
- Pawel Lecinski
- CMRP
White Papers
Modern Vibration Analysis Technology Applied to the Four Stages of Bearing Failure
Within the vibration community, it is commonly accepted to describe a spalling process in a bearing in four stages; from the first microscopic sign to a severely damaged bearing...
- Ron Kittle
- SPM Instrument Inc
