Mining Industry Infrastructure Predictive Maintenance

Mining industry

Background

One of the leaders in the mining industry maintains a large fleet of carts used to transport ore between different facilities. The company collects various measurements that describe every wheel. The client needed a highly accurate predictive model that would help the company to schedule maintenance windows efficiently and reduce downtimes caused by wheel failures.

Our work

We designed and implemented a predictive maintenance model that can predict future failures accurately in a given time window.

The outcome

A highly accurate predictive model that can be scaled up to thousands of wheels and can operate in real-time.

Technology used
  • Python
  • scikit
  • AWS