Rainfall is the consequence of many complex physical processes that result in particular features (extreme variability, inhomogeneity, extreme values, and succession of wet and dry periods). It induces the complexity behind rain observation, making it a complex topic. Simulation tools can be very helpful to generate synthetic rain fields able to represent the "true" rain features at small spatial or temporal scale. These rain fields can be the starting point of many studies like the test of the performances of a particular embedded observation device, beam filling effects, design of new systems, rain intercomparaison methods ... More generally the building of simulation tools can be seen as a crucial to improve remote sensing. Due to its st...