Peer-reviewed articles 17,970 +



Title: ON 2D P COLONIES AND GREY WOLF ALGORITHM

ON 2D P COLONIES AND GREY WOLF ALGORITHM
D. Valenta;M. Langer
1314-2704
English
20
2.1
P colonies (see [2]) are a well-established version of the P systems (see [3]), the
computational device based on membrane computing. One branch of the research of the
P-colonies focuses on the possibility to consider the two-dimensional environment, in
which the agents act, and the 2D P colonies (see [1]) were introduced. 2D P colonies
showed to be suitable for the simulations of various (not only) multi-agent systems, and
natural phenomena, like the flash floods.
The Grey wolf algorithm (see [4]) is the optimization-based algorithm inspired by social
dynamics found in packs of grey wolves and by their ability to create dynamically
hierarchies in which every member has a clearly defined role. The wolves? primary goal
is to find and hunt down prey, which in our case equals finding the optimal solution to
the given problem. The grey wolf algorithm displays positive results thanks to the
principles of randomness and communication between wolves.
In this paper, we propose a model of the 2D P colonies with the blackboard. The only
communicating device in the case of the 2D P colony is the environment, what is not
sufficient for some kinds of multi-agent systems. The blackboard is a communication
device accessible for all the agents at the same time, and it allows to share all the necessary
information. An agent can read and write on the blackboard using its communicating
rules. Using the blackboard allows us to simulate the grey wolf algorithm using the 2D P
colony, describe and formalize the behavior of the wolves and agents in the multi-agent
system in general.
conference
20th International Multidisciplinary Scientific GeoConference SGEM 2020
20th International Multidisciplinary Scientific GeoConference SGEM 2020, 18 - 24 August, 2020
Proceedings Paper
STEF92 Technology
International Multidisciplinary Scientific GeoConference-SGEM
SWS Scholarly Society; Acad Sci Czech Republ; Latvian Acad Sci; Polish Acad Sci; Russian Acad Sci; Serbian Acad Sci & Arts; Natl Acad Sci Ukraine; Natl Acad Sci Armenia; Sci Council Japan; European Acad Sci, Arts & Letters; Acad Fine Arts Zagreb Croatia; C
231-238
18 - 24 August, 2020
website
cdrom
6991
pack algorithm; P system; 2D P colony; optimization; multi-agent system;
blackboard

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