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Behaviour of F learning automata as multicriteria routing agents in connection oriented networks (CROSBI ID 490181)

Prilog sa skupa u zborniku | izvorni znanstveni rad | međunarodna recenzija

Lukač, Krešimir ; Lukač, Zrinka ; Tkalić, Mladen Behaviour of F learning automata as multicriteria routing agents in connection oriented networks // Proceedings of the IEEE International Conference on Fuzzy Systems. St. Louis (MO), 2003. str. 296-302-x

Podaci o odgovornosti

Lukač, Krešimir ; Lukač, Zrinka ; Tkalić, Mladen

engleski

Behaviour of F learning automata as multicriteria routing agents in connection oriented networks

The use of intelligent algorithms based on learning automata (LA) has proven to be very efficient for traffic routing control. However, thus far these algorithms have been focused only on unimodal routing problem in connection of packet oriented networks. The problem of multicriteria routing in communication networks is inherently NP-hard. We present a novel heuristic approach to this problem based on the concept of learning automata in fuzzy environments. We call these automata the F type learning automata. Well known learning automata of P, Q and S types are special cases of F type automata. Among others we prove that these automata are nonabsorbing. A general routing scheme enabling implementation of different routing strategies including Best Quality Routing (BQR) and Least Const Routing (LCR) has been defined and evaluated through simulation results obtained for connection oriented telecommunication network. The behaviour of different t and s norms has been investigated as well.

learning automata; multicriteria routing agent

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Podaci o prilogu

296-302-x.

2003.

objavljeno

Podaci o matičnoj publikaciji

Proceedings of the IEEE International Conference on Fuzzy Systems

St. Louis (MO):

Podaci o skupu

The IEEE International Conference on Fuzzy Systems

predavanje

25.05.2003-28.05.2003

St. Louis (MO), Sjedinjene Američke Države

Povezanost rada

Elektrotehnika