Title :
Spatial co-evolution in Age Layered Planes (SCALP)
Author_Institution :
Univ. of New South Wales, Sydney, NSW, Australia
Abstract :
This paper introduces a method of combining Greg Hornby´s Age Layered Protocol System with a form of spatial co-evolution. The combined system (SCALP) is compared to these two systems and a canonical GP tournament selection scheme over three well understood domains, the sextic regression problem, a two variable regression problem and a variation on the classic minesweeper problem. In each case SCALP avoided premature convergence; solving every run of these particular problems.
Keywords :
convergence; evolutionary computation; age layered protocol system; premature convergence; spatial co-evolution in age layered planes; Bars; Convergence; Genetics; Grammar; Polynomials; Scalp; Technological innovation;
Conference_Titel :
Evolutionary Computation (CEC), 2010 IEEE Congress on
Conference_Location :
Barcelona
Print_ISBN :
978-1-4244-6909-3
DOI :
10.1109/CEC.2010.5586342