Abstract
This paper analyses the behavior of a hardware
implementation of Genetic Programming using Field
Programmable Gate Arrays. Three crossover operators
that limit the lengths of programs are analyzed. A
truncating operator, a limiting operator that
constrains the lengths of both offspring and a limiting
operator that only constrains the length of one
offspring. The latter has some interesting properties
that suggest a new method of limiting code growth in
the presence of fitness.
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