Title :
Behaviour of F learning automata as multicriteria routing agents in connection oriented networks
Author :
Lukac, Kresimir ; Lukac, Zrinka ; Tkalic, Mladen
Author_Institution :
Swisscom Fixnet Ltd., Zurich, Switzerland
Abstract :
The use of intelligent algorithms based on learning automata (LA) has proved to be very efficient for traffic routing control. However, thus far these algorithms have been focused only on unimodal routing problem in connection or 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 Cost 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.
Keywords :
fuzzy logic; fuzzy set theory; learning automata; stochastic automata; telecommunication computing; telecommunication congestion control; telecommunication network routing; telecommunication traffic; F learning automata; best quality routing; capacity utilization; connection oriented networks; fuzzy environments; fuzzy logic theory; intelligent algorithms; least cost routing; multicriteria routing agents; packet oriented networks; telecommunication network; traffic routing control; traffic routing problem; trunk group capacities; unimodal routing problem; Automatic control; Communication networks; Communication system traffic control; Costs; Fuzzy logic; Intelligent networks; Learning automata; Minimization; Routing; Stochastic processes;
Conference_Titel :
Fuzzy Systems, 2003. FUZZ '03. The 12th IEEE International Conference on
Print_ISBN :
0-7803-7810-5
DOI :
10.1109/FUZZ.2003.1209378