[PDF][PDF] Fitness Inheritance In Multi-objective Optimization.
JH Chen, DE Goldberg, SY Ho, K Sastry - GECCO, 2002 - Citeseer
JH Chen, DE Goldberg, SY Ho, K Sastry
GECCO, 2002•CiteseerIn real-world multi-objective problems, the evaluation of objective functions usually requires
a large amount of computation time. Moreover, due to the curse of dimensionality, solving
multiobjective problems often requires much longer computation time than solving single-
objective problems. Therefore, it is essential to develop efficiency enhancement techniques
for solving multi-objective problems. This paper investigates fitness inheritance as a way to
speed up multiobjective genetic and evolutionary algorithms. Convergence and population …
a large amount of computation time. Moreover, due to the curse of dimensionality, solving
multiobjective problems often requires much longer computation time than solving single-
objective problems. Therefore, it is essential to develop efficiency enhancement techniques
for solving multi-objective problems. This paper investigates fitness inheritance as a way to
speed up multiobjective genetic and evolutionary algorithms. Convergence and population …
Abstract
In real-world multi-objective problems, the evaluation of objective functions usually requires a large amount of computation time. Moreover, due to the curse of dimensionality, solving multiobjective problems often requires much longer computation time than solving single-objective problems. Therefore, it is essential to develop efficiency enhancement techniques for solving multi-objective problems. This paper investigates fitness inheritance as a way to speed up multiobjective genetic and evolutionary algorithms. Convergence and population-sizing models are derived and compared with experimental results in two cases: fitness inheritance without fitness sharing and fitness inheritance with fitness sharing. Results show that the number of function evaluations can be reduced with the use of fitness inheritance.
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