Predictive Maintenance & Outlier Detection

Client Overview

A semiconductor manufacturer providing value added services to wafer fabrication equipment supply & service

Business Challenges

  1. Client’s application gathers critical data points in the process chain in
    continuous, time series fashion
  2. Data needed to be processed to derive business insights for real time
    monitoring and reporting defects in the process
  3. Implement a Data analytics solution to realize the following objectives and
    visualize them for business use
  4. Measure efficiency of the wafer productions
  5. Monitor production line of wafers
  6. Identify outliers process modules
  7. Prediction of defects in process modules
  8. Predictive maintenance