Data Analytics & IIoT
Nine Minutes of Knowledge
Signal vs Data Processing (AI) in CM
Ed Spence, founder and manager of the Machine Instrumentation Group, explains the key differences between signal and data processing (AI) in condition monitoring…
- Ed Spence
- The Machine Instrumentation Group
Nine Minutes of Knowledge
What Level of Machine Learning Do You Want?
There are four basic types of machine learning, based on the kind of information they give you and how the machine “learns”: supervised, unsupervised, semi-supervised, and reinforcement. Jason Tranter defines these and gives an example…
- Jason Tranter
- Mobius Institute
White Papers
Drive Smarter Maintenance and Better Operating Decisions by Collecting, Interpreting, and Applying the Right Data
With the rise of the fourth industrial revolution (Industry 4.0), a new world of possibilities has opened for manufacturers. Given this extraordinary evolution, it's inevitable that the shift must involve leveraging all the value inherent in available data.
- Pieter Van Camp
- I-Care Group
Nine Minutes of Knowledge
Terminology and Background of AI Systems
Do you know the difference between AI, machine learning, predictive analytics, data analytics, IIoT, and predictive maintenance? Jason Tranter goes into the definitions with examples…
- Jason Tranter
- Mobius Institute
Nine Minutes of Knowledge
Bearing Problems – Fault Frequency and Artificial Intelligence-Based Methods
The early detection and fault analysis of bearing problems is crucial. When a rolling-element bearing develops flaws on the races and/or rolling elements, there are four vibration frequencies that can result...
- Pawel Lecinski
- CMRP
Five Minute Facts
How to Transform Data into Insights
The transition to predictive maintenance becomes difficult if you are not able to generate and collect the right data. You need to be able to not only collect data, but to also analyze and visualize the data in a dashboard, so you can act on it right away.
- Pieter Van Camp
- I-Care Group
Five Minute Facts
Nine Key Points to Execute a Successful Online Diagnostics Project
Industrial Internet of Things (IIoT) finds many application fields today in the industry by connecting assets to each other, gathering data and transferring it to other internet-enabled systems..
- Can Uslu
- PdMechanics
Five Minute Facts
Training Machine Learning Models
When we’re training the model, we’re looking for normal behavior and, along with the client’s domain experts, come together with a model that represents the behavior they are trying to control…
- Robert Kalwarowsky
- Rob's Reliability Project
Interviews
Preview the 2021 SMRP Annual Conference!
The Society for Maintenance and Reliability Professionals (SMRP) is preparing to welcome attendees for its 29th Annual Conference. Hear from SMRP Executive Director Erin Erickson about what's in store for attendees at this year's event.
- SMRP
