Before revision:  In particular , we consider solution operators of both linear and nonlinear advection-diffusion equations  .
After revision:  In particular , we consider solution operators of both linear and nonlinear advection-diffusion equations with or without reaction. We find that the convergence rates depend on the architecture of branch networks as well as the smoothness of inputs and outputs of solution operators .