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/