Predictive maintenance, Transportation
APS failures in Scania trucks
Predict failures in the Air Pressure System of Scania
classification predictive maintenance transportation transport transit trucks freight breaks gear change air air pressure logistic
We predict if there is an anomaly in the APS of a Scania truck.
The Air Pressure System (APS) is used in multiple, critical parts, of the truck, such
as braking and gear change.
A classification library will be created using the single
axis generic sensor with our AI algorithms. But beware, the
positive training set is about 1.6MB, therefore very fast imported in NEAI compared
to the negative training set (97.9MB). So the negative set may take up to 15min to
load depending on your CPU and the other applications which are running in the
background of your computer.
The positive class consists of failures from the APS and the negative class consists
of failures from other parts of the truck.
Results from deployment: