Data Analytics & IIoT
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
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
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
Articles
Everactive Solution Offers 24/7 Screening Tool to Optimize Vibration Programs
The benefits of wireless monitoring can be boiled down to a simple premise—optimizing maintenance resources to maximize uptime and reduce costs. Real-time awareness lets you direct resources when and where they are needed.
- Tom Ross
- Everactive
Articles
How Important is a Bill of Materials?
The key to effective asset and maintenance data management is accuracy. An EAM system can only do so much with poor quality data and the same applies to BoMs. BoMs can provide accurate material information in real time to ensure all parts are stocked and identifies which parts are needed to complete work orders.
- Adanna Anyalachi
- HubHead
Two Minute Tips
Making Use of that Historical Work Order Data
What happens when your historical work order data is all over the place? It can lead to inconsistencies in operations and maintenance...
- Maria McLoughlin
- HubHead
Five Minute Facts
The Cost and Cost Benefits of TPM Implementation
We are often asked about the typical cost of TPM implementation.One of the ways to calculate this is the impact of taking critical equipment (could be 25-30% of the process) to 85-90% Overall Equipment Effectiveness (OEE)--The Availability Rate X The Performance Rate X The Quality Rate..
- Mark Jolley
- Marshall Institute
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
