A CNN motivated array computing model

P. Szolgay, Z. Nagy
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Abstract

Approaching the limits of scaling down of CMOS circuits where transistors can switch faster and faster transmitting information between different areas of an integrated circuit has great importance. The speed of signals are determined by the physical properties of the medium therefore the distance between the elements should be decreased to improve performance. Array processors are a good candidate to solve this problem. Similar approach is required on today high performance field programmable logic devices where wire delay dominates over gate (LUT) delay. Centralized control unit of a configurable accelerator might become a performance bottleneck on the current state-of-the-art FPGAs. In the paper a process network inspired approach is given to create distributed control units. The advantage of the proposed method will be shown by designing a complex multi-layer array computing architecture to emulate the operation of a mammalian retina in real time.
一种CNN驱动的阵列计算模型
接近CMOS电路缩小的极限,晶体管可以越来越快地在集成电路的不同区域之间切换传输信息,这是非常重要的。信号的速度是由介质的物理性质决定的,因此元件之间的距离应该减小以提高性能。数组处理器是解决这个问题的一个很好的候选。在今天的高性能现场可编程逻辑器件中,需要类似的方法,其中线延迟主导门上延迟(LUT)。可配置加速器的集中控制单元可能成为当前最先进的fpga的性能瓶颈。本文提出了一种受过程网络启发的分布式控制单元创建方法。通过设计一个复杂的多层阵列计算架构来实时模拟哺乳动物视网膜的操作,将显示该方法的优势。
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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