S-shaped population growth. A logical deterministic individual-based cellular automata model of single species population dynamics. A classical model of the S-shaped population growth is the Verhulst model. Unfortunately, this model is completely non-mechanistic (black-box) as the internal structure of the complex system and mechanisms remain hidden. Here is a completely mechanistic ‘white-box’ model of the S-shaped population growth.