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Circuit for pre-charging the input vector components in a free neuron circuit during the recognition phase

机译:在识别阶段对自由神经元电路中的输入矢量分量进行预充电的电路

摘要

In a neural network comprised of a plurality of neuron circuits being either in an engaged or a free state, there is disclosed a pre-charge circuit placed in each neuron circuit that allows to load the components of an input vector (A) only in a determined free neuron circuit during the recognition phase as the components of the prototype vector (B) attached to this neuron circuit. The pre-charge circuit consists of a weight memory (251) controlled by a memory control signal (RS) and of a circuit generating said memory control signal which is adapted to identify the said determined free neuron circuit. During the recognition phase, the memory control signal is thus set active only for the said determined free neuron circuit. When the neural network is structured as a chain of neuron circuits, said determined free neuron circuit is the first free in the chain. The input data bus (DATA-BUS) transporting the input vector components is connected to the weight memory of all neuron circuits. The data outputted therefrom are available on an output data bus (RAM-BUS). The pre-charge circuit may further include an address counter (252) to properly address the weight memory and a register (253) to latch the data that are outputted on the output data bus. After this neuron circuit has been engaged, the contents of its weight memory cannot be modified any longer. To perform the pre-charge of the input vector during the recognition phase makes the engagement process more efficient and significantly reduces the learning time of the input vector.
机译:在由处于接合或自由状态的多个神经元电路组成的神经网络中,公开了一种放置在每个神经元电路中的预充电电路,该预充电电路仅允许将输入向量(A)的分量加载到神经元电路中。在识别阶段将自由神经元回路确定为附着到该神经元回路的原型向量(B)的分量。预充电电路包括由存储器控制信号(RS)控制的权重存储器(251)和产生所述存储器控制信号的电路,所述电路适于识别所述确定的自由神经元电路。因此,在识别阶段期间,仅针对所述确定的自由神经元电路将存储控制信号设置为有效。当神经网络被构造为神经元电路链时,所述确定的自由神经元电路是该链中的第一个自由。传输输入矢量分量的输入数据总线(DATA-BUS)连接到所有神经元电路的权重存储器。从其输出的数据在输出数据总线(RAM-BUS)上可用。预充电电路还可以包括地址计数器(252),以适当地对重量存储器进行寻址;以及寄存器(253),以锁存在输出数据总线上输出的数据。激活该神经元回路后,其重量记忆的内容将无法再修改。在识别阶段执行输入矢量的预充电,可使接合过程更有效,并显着减少输入矢量的学习时间。

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