概率逻辑神经元网络的记忆容量

ON MEMORY CAPACITY OF THE PROBABILISTIC LOGIC NEURON NETWORK

本文研究概率逻辑神经元(PLN)网络的记忆容量问题,主要结果有,(1)给出构造指定记忆容量网络的方法;(2)给出网络独立记忆容量与网络规模之间的数量关系,得出PLN网络的记忆容量不仅与元件的输入线个数有关,而且与网络的元件个数也有关,以上结论为PLN网络的综合提供了新方法。

In this paper,the memory capacity of Probabilistic Logic Neuron (PLN) network is discussed.Two main results are obtained: (1) the method for constructing a PLN network with a given memory capacity,(2) the relationship between the memory capacity and the size of a PLN network.It is shown that the memory capacity of a PLN network depends not only on the number of input ports of its elements but also on the number of these ele ments.The result provides a new method for designing a PLN network.