Grinding and Roller Mills
Unexpected shutdowns are costly and very demanding for the workforce involved. Make your grinder or vertical rolling mill smart in order to increase the availability and quality output.
On grinding mills, hammer mills, ball mills... Today most often technical data sheets coupled with the knowledge of a number of unique experienced individuals are used to determine when maintenance is required on the machine. Product quality only becomes an issue when customers start complaining. Repairs are done when it's already far too late. All of this puts tremendous strain on the people responsible for the installation, while it can be avoided, quite easily.
The only way to validate the actual health is by having a continuous look at a broad data set and adding a specific multi-aspect monitoring setup consisting of different sensor types that follow the behaviour of the grinders general state-of-health.
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Blog post:Maintenance managers aren't looking for neural networks?
Neural Networks may not be Maintenance Managers' biggest need. Is this a source of concern for the production industry that needs to become more digitalised?
