Equations governing physico-chemical processes are usually known at microscopic spatial scales, yet one suspects that there exist equations, e.g. in the form of Partial Differential (PDEs), can explain system evolution much coarser, meso- or macroscopic length scales. Discovering those coarse-grained effective PDEs lead to considerable savings computation-intensive tasks like prediction control...