Task allocation in distributed artificial intelligence using collective behavior models
News of the Kabardin-Balkar scientific center of RAS, no. 1 (2015), pp. 16-22

Voir la notice de l'article provenant de la source Math-Net.Ru

The paper presents a modified search architecture, based on the paradigm of multi-agent approach to solving complex problems. This approach allows us to parallelize the process of finding solutions and managing the problem pre-convergence algorithms. In this paper we propose a decomposition mechanism of the original problem based on the bee algorithm to determine the most perspective solutions and neighborhoods and further search process delegation to the agents that implement various optimization techniques. Conducted series of experiments have shown the efficiency of the designed search engine, compared with the genetic, evolutionary and swarms optimization algorithms. Parallel computing application for solving optimization problems improves the quality of the obtained solutions up to 8 percent.
Keywords: multi-agent system, collective behaviour, swarm algorithm, bee’s algorithm, design engineering, parallel computing.
@article{IZKAB_2015_1_a1,
     author = {A. N. Dukkardt and M. I. Anchekov and Z. V. Nagoev and A. U. Zammoev and O. V. Nagoeva and Yu. Kh. Khamukov},
     title = {Task allocation in distributed artificial intelligence using collective behavior models},
     journal = {News of the Kabardin-Balkar scientific center of RAS},
     pages = {16--22},
     publisher = {mathdoc},
     number = {1},
     year = {2015},
     language = {ru},
     url = {http://geodesic.mathdoc.fr/item/IZKAB_2015_1_a1/}
}
TY  - JOUR
AU  - A. N. Dukkardt
AU  - M. I. Anchekov
AU  - Z. V. Nagoev
AU  - A. U. Zammoev
AU  - O. V. Nagoeva
AU  - Yu. Kh. Khamukov
TI  - Task allocation in distributed artificial intelligence using collective behavior models
JO  - News of the Kabardin-Balkar scientific center of RAS
PY  - 2015
SP  - 16
EP  - 22
IS  - 1
PB  - mathdoc
UR  - http://geodesic.mathdoc.fr/item/IZKAB_2015_1_a1/
LA  - ru
ID  - IZKAB_2015_1_a1
ER  - 
%0 Journal Article
%A A. N. Dukkardt
%A M. I. Anchekov
%A Z. V. Nagoev
%A A. U. Zammoev
%A O. V. Nagoeva
%A Yu. Kh. Khamukov
%T Task allocation in distributed artificial intelligence using collective behavior models
%J News of the Kabardin-Balkar scientific center of RAS
%D 2015
%P 16-22
%N 1
%I mathdoc
%U http://geodesic.mathdoc.fr/item/IZKAB_2015_1_a1/
%G ru
%F IZKAB_2015_1_a1
A. N. Dukkardt; M. I. Anchekov; Z. V. Nagoev; A. U. Zammoev; O. V. Nagoeva; Yu. Kh. Khamukov. Task allocation in distributed artificial intelligence using collective behavior models. News of the Kabardin-Balkar scientific center of RAS, no. 1 (2015), pp. 16-22. http://geodesic.mathdoc.fr/item/IZKAB_2015_1_a1/