  We propose a stochastic reachability computation framework for occupancy
prediction in automated driving by directly solving the underlying transport
partial differential equation governing the advection of the closed-loop joint
density functions. The resulting nonparametric gridless computation is based on
integration along the characteristic curves, and allows online computation of
the time-varying collision probabilities. Numerical simulations highlight the
scope the proposed method.
