Predictive Maintenance & Outlier Detection

Client Overview

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

Business Challenges

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