Failure Prediction and Prescriptive Maintenance for Battery Manufacturer

Business challenge

  • Power systems company ships smart batteries with built-in diagnostic tools
  • Batteries are replaced when they fail, resulting in interruption and downtime


  • Utilized diagnostic measurements such as impedance, voltage and temperature to develop a prediction system for impending failure

Business benefit

  • Unexpected, costly downtime avoided by servicing before failure
  • Improved customer satisfaction by preventing failure cases