Building block hypothesis suggests that the highly-fit low-order schemata recombine with each other to form even more highly-fit high-order ones. One may naturally surmise that the coding should be designed to supply adequate superior order-1 schemata. In this paper, it is showed that, if superior order-1 building blocks are provided at most of the loci, there is likely to be remarkable fitness differences among high-order schemata, which indicates the existence of 'pulse-shaped' peaks on the curve of the fitness function. And fitness differences among the individuals are so great within the neighborhoods of these peaks that diversity loss tends to occur when searching within these regions. The results of this paper may to some degree explain why additional measures to maintain diversity should be taken to improve the local search performance of a simple genetic algorithm (GA).
|Number of pages||6|
|Journal||International Journal of Control, Automation and Systems|
|Publication status||Published - 2010 Feb|
Bibliographical noteFunding Information:
Manuscript received May 30, 2009; accepted July 14, 2009. Recommended by Editorial Board member Sungshin Kim under the direction of Editor Young Il Lee. This work was supported by SRF for ROCS, SEM, China, and BK21, Korea.
All Science Journal Classification (ASJC) codes
- Control and Systems Engineering
- Computer Science Applications