Growth & Saturation
Logistic growth is the most natural model for population dynamics


Many variants of Generalized Logistic Growth are widely used (e.g. during Covid-19 pandemic)

What can justify a non-analytic saturation law, as opposed to higher order analytic terms?
The measured quantity is typically the sum (average) of local populations distributed in space: 
Allowing for migration/dispersal/diffusion, as well as spatio-temporal (seascape) noise, leads to the set of equations:
†
† (Ito interpretation of multiplicative noise)
Note that seascape noise (spatio-temporal growth fluctuations) is distinct from reproductive stochasticity (demographic noise):
Demographic noise leads to extinction via the Directed Percolation universality class [Janssen+Tauber (2005), ...]
Including both forms of stochasticity in real space with diffusion leads to:
†
The linear version (a=0) describes the evolving weight of directed polymers in random media (in the KPZ universality class).