last week, yingjia gave an excellent overview of results in the theory of stochastic processing networks. i will be taking this opportunity to demonstrate some of the concepts she mentioned in depth using a specific example. in particular, i will be discussing the fluid limit of a processor sharing queue, how its properties can be used to prove a dimension reduction (state space collapse), and how this can be used to ultimately prove the diffusion approximation.