Balance between exploration and exploitation in genetic search |
| |
Authors: | Lin Hansheng Kang Lishan |
| |
Institution: | (1) State Key Laboratory of Software Engineering, Wuhan University, 430072 Wuhan, China |
| |
Abstract: | Genetic search plays an important role in Evolutionary Computation (EC). There are two important issues in the evolution process
of the genetic search: exploration and exploitation. Exploration is the creation of population diversity by exploring the
search space; exploitation is the reduction of the diversity by focusing on the individuals of higher fitness, or exploiting
the fitness information (or knowledge) represented within the population. We theoretically analyze the impact of the genetic
operators on the balance. In order to further explain the impact, some results of our research on ESs are showed. Finally
we conclude that to make the algorithm more efficient, it is important to strike a balance between these two factors.
Supported in part by the National Natural Science Foundation of China (No. 69635030) and Doctoral Programme Foundation of
China, and National 863 High Technology Project of China
Lin Hansheng: born in 1975, Master |
| |
Keywords: | genetic search exploration exploitation |
本文献已被 SpringerLink 等数据库收录! |
|