Title :
Voronoi model-building genetic algorithm
Author :
Shimosaka, Hisashi ; Hiroyasu, Tomoyuki ; Miki, Mitsunori
Author_Institution :
Graduate Sch. of Eng., Doshisha Univ., Kyoto, Japan
Abstract :
This paper proposes the Voronoi model-building genetic algorithm (VMBGA), which is one of real-coded GAs. In the VMBGA, a Voronoi model is constructed using with Voronoi diagrams. Because of this mechanism, the distribution of offspring can adapt to the landscape of the objective function by changing the Voronoi model. Through the some standard test functions, the effectiveness of the VMBGA is examined. It is clarified that the VMBGA has higher searching ability than the UNDX-m, which is one of the typical real-coded GAs. Additionally, the distribution of the offspring is also discussed.
Keywords :
computational geometry; genetic algorithms; Voronoi diagram; Voronoi model-building genetic algorithm; real-coded GA; Algorithm design and analysis; Equations; Euclidean distance; Gaussian distribution; Genetic algorithms; Genetic engineering; Testing;
Conference_Titel :
Cybernetics and Intelligent Systems, 2004 IEEE Conference on
Print_ISBN :
0-7803-8643-4
DOI :
10.1109/ICCIS.2004.1460481