An apparatus for facilitating the safe operation of a vehicle comprises a
sensor system, a sensor signal to object identifier, and a world model
implemented using, for example, a multiple-input multiple-output (MIMO)
algorithm such as a spiking neuron algorithm. Alerts may be provided to
the vehicle operator under several conditions, such as the identification
of a collision risk between the vehicle and an object, identification of
a vehicle risk due to excessive uncertainty in the predicted vehicle
path, or identification of an object risk due to excessive uncertainty in
a predicted object path.