Title :
New search algorithm for randomly located objects: A non-cooperative agent based approach
Author :
Calitoiu, Dragos
Author_Institution :
Dept. of Comput. Sci., Carleton Univ., Ottawa, ON, Canada
Abstract :
In this paper we address the general question of what is the best strategy to search efficiently for randomly located objects (target sites). We propose a new agent based algorithm for searching in an unpredictable environment. The originality of our work consists in applying a non-cooperative strategy, namely the distributed Goore Game model, as opposed to applying the classical collaborative and competitive strategies, or individual strategies. This paper covers only the non-destructive search that occurs when the agent visits the same target many times. The nondestructive search can be performed in either of the two cases: if the target becomes temporarily inactive or if it leaves the area. The proposed algorithm has two versions: one when the agent can move with a step equal to unity and the other when the step of the agent follows a Levy flight distribution. The latter version is inspired by the work of A.M. Reynolds, motivated by biological examples.
Keywords :
game theory; multi-agent systems; random processes; search problems; Levy flight distribution; agent based algorithm; classical collaborative strategy; competitive strategy; distributed Goore Game model; noncooperative agent based approach; noncooperative strategy; nondestructive search; randomly located objects; search algorithm; unpredictable environment; Artificial intelligence; Collaborative work; Computational intelligence; Helium; Learning automata; Plastics; Radar detection; Security; Terminology; Voting;
Conference_Titel :
Computational Intelligence for Security and Defense Applications, 2009. CISDA 2009. IEEE Symposium on
Conference_Location :
Ottawa, ON
Print_ISBN :
978-1-4244-3763-4
Electronic_ISBN :
978-1-4244-3764-1
DOI :
10.1109/CISDA.2009.5356564