Predictive maintenance

Advantages of Predictive Maintenance

Definition, advantages, types and applications

Predictive maintenance continuously analyzes the condition of equipment during normal operations to reduce the likelihood of future failure.

Another possibility is predictive maintenance: here the goal is to improve machine reliability and better service planning either in supervised or unsupervised way. The focus of the analysis can be deviation detection -- either by specifying the actual failure or notifying about some expected anomaly -- or estimation of remaining useful life.

Examples for maintenance techniques

The challenge at this point, again, is the acquisition of properly labelled historical data on one hand, and the complex, interdependent nature of the systems. Here may different models be needed for different subsystems, and different kind of data -- either from fault detection systems or service data bases -- are required.
Apart from these immediate goals further analyses can be derived from all these data could give novel insights for stakeholders in the form of prediction to, among others, energy consumption prediction, real-time route optimization.
Predictive Maintenance at Itware
Added values (Why AI/ML/DL)prediction of sudden vehicle breakdown that make prevention possible. 
More interesting articles about Predictive Maintenance.

Leave a Reply

Your email address will not be published. Required fields are marked *

This site uses Akismet to reduce spam. Learn how your comment data is processed.

Get a quote

Contact us by phone or fill out the form below and we will contact you using the contact information you provided. We try to answer all questions within 1-3 business days.