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
Articles
The First Step in AI Based Predictive Maintenance
With the increasing demand of IIoT in the age of digitalization, data-driven maintenance optimization of industrial equipment is one of the most trending topics among maintenance professionals. At the beginning, data gathered by various sensors placed on the machines or embedded in the machine itself are pre-processed.
- Anil Ulusoy
- Sensemore.io
Nine Minutes of Knowledge
How Exactly Does Machine Learning Work?
Have you ever wondered exactly how machine learning works? Where does the system get the data for equipment that is not allowed to fail often? Jason Tranter goes into a method an AI system might use to tell us whether a bearing is about to fail…
- Jason Tranter
- Mobius Institute
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
Networks and Data Destination for Wireless CM
Ed Spence, founder and manager of the Machine Instrumentation Group, discusses networks and data destination for wireless condition monitoring, including a gateway network I/O for select vendors…
- Ed Spence
- The Machine Instrumentation Group
