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METHOD FOR LEARNING MULTILAYER NETWORK

机译:多层网络的学习方法

摘要

PURPOSE:To improve the execution speed of a parallel processing without executing data transfer by storing a weight coefficient obtained from a lower layer and a weight coefficient from an upper layer in a storage means of each data processing means belonging to an intermediate layer. CONSTITUTION:The processor 1 of an output layer is connected to intermediate processors 4 to 7 through connection lines 1 to 4. Data can be directly transferred only between the processors connected to both the ends of the connection line. The connection lines 1 to 32 act as weight for the transmission of data. For instance, the input of the processor 4 is the sum of products of the outputs of the preceding processors 8 to 12 and the weight of the connection lines corresponding to respective processors 8 to 12. Out of weight values stored in each intermediate processor, the weight to the lower layer can be independently accessed by each processor at the time of forward calculation. On the other hand, the weight to the upper layer can be independently accessed by each processor similarly by the reverse calculation. Since plural processors can be simultaneously driven, a speed proportional to the number of processors can be obtained.
机译:目的:通过将从下层获得的权重系数和从上层获得的权重系数存储在属于中间层的每个数据处理装置的存储装置中,以提高并行处理的执行速度而不执行数据传输。组成:输出层的处理器1通过连接线1至4连接到中间处理器4至7。只能在连接到连接线两端的处理器之间直接传输数据。连接线1至32用作数据传输的重量。例如,处理器4的输入是先前处理器8至12的输出与对应于各个处理器8至12的连接线的权重的乘积之和。在进行前向计算时,每个处理器可以独立访问较低层的权重。另一方面,类似于反向计算,每个处理器可以独立地访问上层的权重。由于可以同时驱动多个处理器,因此可以获得与处理器数量成比例的速度。

著录项

  • 公开/公告号JPH03185553A

    专利类型

  • 公开/公告日1991-08-13

    原文格式PDF

  • 申请/专利权人 HITACHI LTD;

    申请/专利号JP19890323721

  • 发明设计人 TONO JUNICHI;MATSUSHIMA HITOSHI;

    申请日1989-12-15

  • 分类号G06F15/18;G06N3/04;G06N3/063;G06N3/08;G06N3/10;G06N99/00;

  • 国家 JP

  • 入库时间 2022-08-22 06:06:40

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