Abstract: Analytically predicting the behavior of physical systems is generally not possible. For example, the three dimensional nature of physical systems makes it provably impossible to express closed-­‐form analytical solutions even simple systems.  This limitation  makes  experimentation  the  primary  modality  for  designing   new cyber-­‐physical systems.