Targets that are moving in a direction that is perpendicular to
the ego vehicle’s driving direction will be encountered.
Without assumptions about the movement direction, the
initialization of tracks in the Kalman filter represents a serious
problem because a single radar measurement does not contain
full information about the movement state of the object. The
measured Doppler shift only contains the component of the
object speed vector that is projected along the line of sight
towards the radar.