Predictive diagnosis services for the automotive industry
Vehicle manufacturers generally have limited knowledge of a vehicle’s life once it leaves them. A service that can predict failures, mechanical problems or damage at the component level, and offer detailed information on these components, would be extremely valuable, saving manufacturers and fleet managers time and money. This service would gather and analyse data from TEXA’s sensors, which could be used to redesign parts and modify maintenance schedules. This type of analysis requires significant computing power.
During the experiments, four Data Analytics prototype services were defined. These are based information gathered from on TEXA’s On-Board Diagnostics (OBD) systems. These services cover areas that may affect the reliability, condition, or service needs of a vehicle - such as how it is driven, failure patterns, and overall health of the vehicle.
A Cloud HPC-powered workflow was developed. This was designed to easily integrate into TEXA’s existing automotive Data Analytics services. A service architecture has been defined that connects the existing TEXA infrastructure, equipped to collect data from installed black boxes, to an HPC Cloud provider.
For TEXA, the Net Present Value of these new services is estimated to reach an overall value of €1.2 M over the next 3 years. The ability to use an HPC-enabled workflow to analyse data from their diagnostics systems will enable better oversight of fleet vehicles and predict failures in time for these to be addressed quickly.
T2I will apply the principles developed here to offer HPC for predictive maintenance in other similar fields (mainly highly “sensorized” products in sectors like home appliances, smart buildings, and energy). T2I estimates a 5% increase in commercial revenues from related services, in years 2018 – 2020, worth up to €105k.
- Development of a service using TEXA’s ‘black boxes’, which can monitor and predict failures in fleet vehicles. This has value for both TEXA and its customers.
- New services have an overall value of €1.2 M over three years for TEXA.
- T2I increase revenue by 5% per year, worth up to €105k over three years.
End User: TEXA
Application Expert: T2I
HPC Provider & DA Expert: CINECA