Simple and Easy Steps for Implementing Predictive Maintenance in Machinery using High Frequency Vibration Data and Edge AI
Currently, the most commonly used standard for maintenance processes is Time-based Maintenance (TBM) that involves inspection, repair, and part replacement at regular intervals. In general, TBM is not optimal and cost effective. On the other hand, Condition-based Maintenance (CBM) involves the utilization of various types of sensor data collected from machines to perform repairs or other countermeasures before malfunctions or anomalies occur, hence reducing the unnecessary cost of maintenance.
- Vikas Kumar Singh
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
The chemical processing industry incorporates a broad range of machinery, both rotating and reciprocating, which are monitored using various types of sensors and other advanced technologies that measure equipment performance/health. The determining factor as to what must be monitored and how to do so is the criticality of the equipment, based on its importance to the process and/or operation.
- Ernest McCurdy
- T.F. Hudgins (division of Allied Reliability)
In the Part 2 the practical example will be analyzed.
Let’s look the background and calculate the most common frequencies produced by motor that potentially will be required for further analysis.
- Pawel Lecinski
Motion amplification allows you to see things a normal camera can't show. These amplifications show you all frequencies but also allow you to isolate individual frequencies, and visualize faults. The program is user friendly, color coded, and gives you vibration data in an easy to export Mp4 format.
- Jeff Hay
- RDI Technologies
In today’s interview with Vatsan Govindarajan and Arnulf Hagen, we focused on learning how SAP PEI fits into the larger ecosystem of enterprise asset management, the role of Asset Central, a re-usable asset registry across IoT applications for seamless integration and data consistency, the low-hanging fruits in a customer’s digitization journey...
- Annabelle Roux
Incredible as it may seem, the vibration (or at least a large part of it) can be detected through video recording with incredible resolution. Saving a huge number of hours in studies that before were time consuming if not impossible to do...
- Dr. Thierry Erbessd
- Erbessd Instruments
Machine learning is a tool that allows systems the ability to learn and improve automatically based upon experience. Machine learning does not need specific programming to carry out an activity. Machine learning is the development of computer programs that can access data, and through a series of algorithms use the data to learn for itself what action should be taken based on that data.
- Michael Howard, DSc