Abstract
A hybrid learning automata–genetic algorithm (HLGA) is proposed to solve QoS routing optimization
problem of next generation networks. The algorithm complements the advantages of the learning Automato
Algorithm(LA) and Genetic Algorithm(GA). It firstly uses the good global search capability of LA to generate initial population needed by GA, then it uses GA to improve the Quality of Service(QoS) and acquiring the optimization tree through new algorithms for crossover and mutation operators which are an NP–Complete problem
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