Title :
New Evolutionary Algorithm based on Mathematical Model of Evolution of a Species
Author :
De la Cruz, Celso ; Patino, Héctor D. ; Carelli, Ricardo
Author_Institution :
Univ. Nacional de San Juan, San Juan
Abstract :
This work presents an approach to the abstract mathematical analysis of the evolution of a species. A mathematical model is proposed as well that characterizes the natural evolution phenomena of a species. On the basis of this model, the convergence of a new computational evolutionary algorithm is developed and proven, that is applied to minimizing (or maximizing) a costs function that meets certain requirements. Simulation studies are carried out in order to validate the theoretical aspects and to evaluate the performance of the evolutionary algorithm.
Keywords :
evolution (biological); evolutionary computation; mathematical analysis; computational evolutionary algorithm; mathematical analysis; mathematical model; natural evolution phenomena; species evolution; Computational modeling; Convergence; Cost function; Evolutionary computation; Extraterrestrial measurements; Mathematical analysis; Mathematical model; Mobile robots; Nonlinear systems; Optimization methods; Evolutionary algorithms; mobile robots; nonlinear systems; optimization methods;
Conference_Titel :
Evolutionary Computation, 2006. CEC 2006. IEEE Congress on
Conference_Location :
Vancouver, BC
Print_ISBN :
0-7803-9487-9
DOI :
10.1109/CEC.2006.1688484