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In this paper, an Artificial Autoassociative Neural Network (AANN) is implemented by Network on Chip (NoC) architecture to solve communication and performance problem. This proposed NoC based system can map four neurons in one PE and the whole system consists of PEs each of which connects with a router. This system is reconfigurable and extendable so that it can easily suit for different applications. Simulation results show that the proposed implementation method can reduce communication load and total computation time.