CDMA and TDMA based neural nets

Juan Carlos Herrero
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引用次数: 1

Abstract

One of the main problems in neural nets implementation is how to take the information from the processing units where it is generated to other processing units, in order for the net to carry on the computation and eventually yield a result. This problem is significant enough to influence the whole physical design, thus we find a wide choice of solutions. This paper's two proposals come from the rising field of wireless communications: CDMA and TDMA. The principles were established long ago, but they have acquired a renewed presence due to the rapidly increasing demand for mobile phones. We are going to see how CDMA and TDMA could apply to neural nets, by means of currently available technology, if we give up the concept "connection" between units and grasp the concept "messages" exchanged between them, to open the door to neural nets with higher number of processing units and flexible configuration.
基于CDMA和TDMA的神经网络
神经网络实现的主要问题之一是如何将信息从产生信息的处理单元传递到其他处理单元,以使神经网络进行计算并最终产生结果。这个问题非常重要,足以影响整个物理设计,因此我们找到了广泛的解决方案选择。本文提出的两种方案来自于新兴的无线通信领域:CDMA和TDMA。这些原则是很久以前建立的,但由于对移动电话的需求迅速增长,它们重新出现了。如果我们放弃单元之间的“连接”概念,把握它们之间交换的“消息”概念,我们将通过现有的技术,看看CDMA和TDMA如何应用于神经网络,从而打开具有更高处理单元数量和灵活配置的神经网络的大门。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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