We use the framework of the $(\mathcal{C},\mathcal{E},\mathcal{P})$-algebras of J-A. Marti to study some nonlinear stochastic Cauchy problems for a simple equation, namely the transport equation in basic form, with stochastic generalized processes. Until now such studies were made in Colombeau-type algebras.