  We introduce a rigorous framework for stochastic cell transmission models for
general traffic networks. The performance of traffic systems is evaluated based
on preference functionals and acceptable designs. The numerical implementation
combines simulation, Gaussian process regression, and a stochastic exploration
procedure. The approach is illustrated in two case studies.
